{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 回归\n",
    "\n",
    "根据因变量的不同，分成几种回归：  \n",
    "* 连续：多重线性回归(注意与多元线性回归有区别，比如多元自变量是连续的，多重则可以是多种数据类型等)  \n",
    "* 二项分布：logistic回归\n",
    "* poisson分布：poisson回归\n",
    "* 负二项分布：负二项回归\n",
    "\n",
    "## 逻辑回归\n",
    "\n",
    "同线性回归一样，需要求出$n$个参数：\n",
    "\n",
    "$$\n",
    "z=\\theta_0+\\theta_1x+\\theta_2x+...+\\theta_nx=\\theta^Tx\n",
    "$$\n",
    "\n",
    "逻辑回归通过Sigmoid函数引入了非线性因素，可以轻松处理二分类问题:\n",
    "\n",
    "$$\n",
    "h_{\\theta}(x)=g\\left(\\theta^{T} x\\right), g(z)=\\frac{1}{1+e^{-z}}\n",
    "$$\n",
    "\n",
    "与线性回归不同，逻辑回归使用的是交叉熵损失函数:\n",
    "\n",
    "$$\n",
    "J(\\theta)=-\\frac{1}{m}\\left[\\sum_{i=1}^{m}\\left(y^{(i)} \\log h_{\\theta}\\left(x^{(i)}\\right)+\\left(1-y^{(i)}\\right) \\log \\left(1-h_{\\theta}\\left(x^{(i)}\\right)\\right)\\right]\\right.\n",
    "$$\n",
    "\n",
    "其梯度为:\n",
    "\n",
    "$$\n",
    "\\frac{\\partial J(\\theta)}{\\partial \\theta_{j}} = \\frac{1}{m} \\sum_{i=0}^{m}\\left(h_{\\theta}-y^{i}\\left(x^{i}\\right)\\right) x_{j}^{i}\n",
    "$$\n",
    "\n",
    "形式和线性回归一样，但其实假设函数(Hypothesis function)不一样，逻辑回归是:\n",
    "$$\n",
    "h_{\\theta}(x)=\\frac{1}{1+e^{-\\theta^{T} x}}\n",
    "$$\n",
    "\n",
    "其推导如下:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial}{\\partial \\theta_{j}} J(\\theta) &=\\frac{\\partial}{\\partial \\theta_{j}}\\left[-\\frac{1}{m} \\sum_{i=1}^{m}\\left[y^{(i)} \\log \\left(h_{\\theta}\\left(x^{(i)}\\right)\\right)+\\left(1-y^{(i)}\\right) \\log \\left(1-h_{\\theta}\\left(x^{(i)}\\right)\\right)\\right]\\right] \\\\\n",
    "&=-\\frac{1}{m} \\sum_{i=1}^{m}\\left[y^{(i)} \\frac{1}{\\left.h_{\\theta}\\left(x^{(i)}\\right)\\right)} \\frac{\\partial}{\\partial \\theta_{j}} h_{\\theta}\\left(x^{(i)}\\right)-\\left(1-y^{(i)}\\right) \\frac{1}{1-h_{\\theta}\\left(x^{(i)}\\right)} \\frac{\\partial}{\\partial \\theta_{j}} h_{\\theta}\\left(x^{(i)}\\right)\\right] \\\\\n",
    "&=-\\frac{1}{m} \\sum_{i=1}^{m}\\left[y^{(i)} \\frac{1}{\\left.h_{\\theta}\\left(x^{(i)}\\right)\\right)}-\\left(1-y^{(i)}\\right) \\frac{1}{1-h_{\\theta}\\left(x^{(i)}\\right)}\\right] \\frac{\\partial}{\\partial \\theta_{j}} h_{\\theta}\\left(x^{(i)}\\right) \\\\\n",
    "&=-\\frac{1}{m} \\sum_{i=1}^{m}\\left[y^{(i)} \\frac{1}{\\left.h_{\\theta}\\left(x^{(i)}\\right)\\right)}-\\left(1-y^{(i)}\\right) \\frac{1}{1-h_{\\theta}\\left(x^{(i)}\\right)}\\right] \\frac{\\partial}{\\partial \\theta_{j}} g\\left(\\theta^{T} x^{(i)}\\right)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "因为:\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial}{\\partial \\theta_{j}} g\\left(\\theta^{T} x^{(i)}\\right) &=\\frac{\\partial}{\\partial \\theta_{j}} \\frac{1}{1+e^{-\\theta^{T} x^{(i)}}} \\\\\n",
    "&=\\frac{e^{-\\theta^{T} x^{(i)}}}{\\left(1+^{-\\theta} T^{T_{x}(i)}\\right)^{2}} \\frac{\\partial}{\\partial \\theta_{j}} \\theta^{T} x^{(i)} \\\\\n",
    "&=g\\left(\\theta^{T} x^{(i)}\\right)\\left(1-g\\left(\\theta^{T} x^{(i)}\\right)\\right) x_{j}^{(i)}\n",
    "\\end{aligned}\n",
    "$$\n",
    "所以:\n",
    "$$\n",
    "\\begin{aligned}\n",
    "\\frac{\\partial}{\\partial \\theta_{j}} J(\\theta) &=-\\frac{1}{m} \\sum_{i=1}^{m}\\left[y^{(i)}\\left(1-g\\left(\\theta^{T} x^{(i)}\\right)\\right)-\\left(1-y^{(i)}\\right) g\\left(\\theta^{T} x^{(i)}\\right)\\right] x_{j}^{(i)} \\\\\n",
    "&=-\\frac{1}{m} \\sum_{i=1}^{m}\\left(y^{(i)}-g\\left(\\theta^{T} x^{(i)}\\right)\\right) x_{j}^{(i)} \\\\\n",
    "&=\\frac{1}{m} \\sum_{i=1}^{m}\\left(h_{\\theta}\\left(x^{(i)}\\right)-y^{(i)}\\right) x_{j}^{(i)}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "主目录为：/Users/johnjim/Desktop/machine-learning-toy-code\n"
     ]
    }
   ],
   "source": [
    "# 添加目录到系统路径方便导入模块，该项目的根目录为\".../machine-learning-toy-code\"\n",
    "import sys\n",
    "from pathlib import Path\n",
    "curr_path = str(Path().absolute())\n",
    "parent_path = str(Path().absolute().parent)\n",
    "p_parent_path = str(Path().absolute().parent.parent)\n",
    "sys.path.append(p_parent_path) \n",
    "print(f\"主目录为：{p_parent_path}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([100, 1, 28, 28])\n",
      "tensor([[9, 1, 6, 6, 7, 0, 8, 4, 2, 7],\n",
      "        [6, 2, 8, 6, 0, 8, 4, 2, 4, 8],\n",
      "        [9, 5, 4, 7, 0, 9, 5, 6, 2, 1],\n",
      "        [9, 9, 8, 3, 7, 5, 4, 5, 5, 4],\n",
      "        [3, 1, 4, 8, 7, 5, 3, 5, 9, 2],\n",
      "        [3, 5, 0, 9, 8, 7, 5, 1, 9, 7],\n",
      "        [6, 7, 0, 1, 2, 4, 6, 2, 5, 5],\n",
      "        [3, 0, 2, 3, 8, 8, 5, 6, 1, 2],\n",
      "        [2, 4, 1, 6, 1, 6, 9, 0, 4, 3],\n",
      "        [9, 4, 2, 1, 2, 7, 6, 1, 5, 7]])\n",
      "(302, 302, 3)\n"
     ]
    },
    {
     "data": {
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n0Nzd3Zk7dy4ODg4UFxfT2dmJg4MDoaGhhIaG4uvrS3t7+4ju+TIxEs1LBUEgIiKCiIgI7O3tycvL44033qCxsXFYJ+ns2bOJjY2ltLSUTz/9lL17936n97m4uLBgwQJCQkJwdnZGpVIhk8kwGAzcddddeHl5MWbMGLRarUUUGlxaNCUnJyOXyykvL6e+vn5Y5pMoioiiSFdXF+fOneOJJ56gvb39qtdu27aNgIAAoqOjMRqNFr+3nZ2dnDp1ip6eHj777DP+8pe/8OabbyKXy1m5ciV1dXXs2rWLjo4Oi4zv4+ODu7s7Op2OCxcucOHChetWAAkNDWXWrFlkZ2fz6KOPkpaWJsXbn332WYtb3PHx8YwbNw7AopmW30Qmk/Hcc89x7733EhAQQH19PWvWrLnm/GhpaZEsbVEUR3wf5k9OoclkMtRqNZ2dnRQVFdHV1UVISAgLFy5EoVAQFxdHRUWFxTcJX4/4+HicnZ3p7u6murqa1tbWYVEmMpkMR0dHHn74YRwdHSkpKSE9PZ309PRhn6hPPvkkgiBw/Phx0tPTGRgYuOa1Dg4OTJgwgdjYWDw9PamqqqK3t5cjR44McaP5+Pjw8ssvs3PnTjIyMiwmu0qlYurUqZJCa2hosNhYV6Ozs5OMjAxKSkquqUiLi4tpaGgYYqlZElEU6enp4cKFC7z00kv88pe/5Ne//rV0/n/+5384fPiwRawzQHI7i6KITqf71pCCs7MzcXFxLFmyhLvvvpvg4GDy8/M5fPjwFa2vzE1UVBSzZs0iOTkZg8FAZWXlsPz+7O3tWbJkCXfeeSd+fn7o9XpKS0vZtGnTNd8TGhqKra0tRqORtrY2tm3bNqIerp+cQjMhiiJtbW04OTkxZswYpk2bBoyMVfRNIiIicHBwoL29neLiYov9yL+JXC7Hzc2NCRMmUFZWxp49e9izZw/19fXSNSqVCqVSiVwup6+vzyKrR0EQGD9+PDk5OZSWll63moVarWbOnDmEhYXh4OBAb2+vlAV5+vRpjEYjHh4ehIeHExkZicFg4PTp0xZN0FCpVMTHxyOXyykuLrZ4NY5v0tbWxoEDB667KOvq6pJikUajkfPnz1s8bmw0Gunu7iYzM5NnnnmG5ORkent7OX78OF9//fU1rUlzYdo+0NbW9q3XmhSaSqUiIiKCixcvsm/fPg4cOGDW36OpTJm9vT2CIODh4cHMmTNJSUnBz88PURQxGAz4+vrS0dFBb2+vxVLj1Wo1qampREREYDQaOXXqFNu2bbuuNRoXF4e9vT0DAwPU1NRw+PBhq0IbbgwGA/b29ri5uREWFsaMGTMYPXo0RqORsrKy61oDw0FISAh2dnZUV1dz9uzZYXM52NjY4OXlhY2NDQUFBezYsYMjR45I59VqNSEhIXh6eqJSqairq6O4uJjBwUGzT2JRFGltbb3uw0MulxMQEMATTzzB6dOn2bVrFxkZGWi1WmQyGQ4ODgQGBjJ27FgWLVpEUlISW7dulSxzSyCTybC1tSUiIgKZTDYs5aW+SWtrKwcPHrzuNS4uLtjZ2UkJMtu2bbN4urUgCKhUKqKiopDL5XR3d9PW1kZzc7PF57hpoarX62lqarrqNaYSeHK5HCcnJ5ycnIiIiOD8+fOsXbuW/fv3U1JSYhZ5TPEm0xz19/dHEAQSExOZNm0agYGB2NjYSMosLS2N1tZWamtrqa6uRhRFOjs76e/vN3vJtd7eXlpaWvjiiy/417/+dd2/YezYsTg4ONDW1kZxcbHF9u59V35yCm1wcJCWlhZsbGx4/vnnCQ0NxcPDQzo/0nUcZTIZ06dPx8PDgxMnTnDixIlhG9v0QxYEgfnz53P27FnOnz9PY2MjgiCQnJzMCy+8QHJyMgqFgra2NhYvXsy5c+fM7qL9Lm4wOzs7nn76aZycnNi/fz+ZmZlotVoEQcDNzY1Vq1axcOFCgoODqa2t5R//+AdvvPGGRd3JCoVCsvoBs2dTXo/v4z58+umnmT9/vnTtcGwNUalUhIaG8uabbyKKIps2bcLDw4N58+axd+9eNm/ebLHfnim+aFKo3/yO5HI5fn5+TJ8+HTc3N+BSgtaFCxdYtmwZtbW1ZouDKhQKgoODefPNN4mNjcXNzQ21Wn1VeWUyGX5+frz99tsYDAYGBgbo7+9Hq9Xy97//ncOHD3Px4kWzWLft7e289NJLODk5sXnzZk6dOnVNq10ul+Pt7U1kZCQajYasrCwyMzNvWIYb5Sen0Jqamti0aRNTpkwhNjYWuPTQ0el0bN26lby8vBGLnymVSpYvXy6tnBsbGzl37tywja9QKPDy8kIQBGpra6moqKCpqQknJyfWrVvH1KlTsbOzY2BggI6ODtzd3Vm+fDlVVVVm/c5EUaS4uJjExEQmTZpEbm4uVVVVV1zX29vLX/7yFyZOnEhFRQUuLi5MnDiRF154ATc3N5qbm9myZQt79+6ltLQUg8FwcxdW/YEIgsAvfvEL3N3dv3OCh+mBOVyBfCcnJ2bOnMnrr7+OIAisWLGCoqIiwsLCWL58Oa+++ipbt261uKWmUCjw8PDAw8OD5uZmScGtWLGCFStWEBAQIFVaqa6u5s4776Sqqsqsyt7V1ZV//vOfTJo0CYVCcdUFSF1dHefPn+f06dMA3HbbbdjY2EjZlgqFgldffZXe3l7S09PZuXMne/bsuSFvgMFgoLGxkdWrV3+r1Wdra8ttt92GSqVicHCQ8vJycnNzf/DY5uInp9Dg0j6QP/zhD3h6euLg4MC8efO466672LJly7BmFF0N036T/Px8CgsLh91aNKXcmurtaTQaoqOjmTx5Mvb29hw5coSTJ0/S1dXFyy+/bLHNqU8//TS///3vmTt3LkFBQWzatIkzZ85QU1MjrZQFQZAq37/yyisEBQUxMDDA+fPn+eKLL2hpaaGxsZH29vZh72llin1Y2uqRy+V4eHgwa9YsHB0dpVJT38bl1pyl48aurq6sWrWKpUuXAvDWW29JseELFy6wefNm0tLSWLFiBbt27fpOMa7vy6lTp0hMTOSWW24hMDCQjRs3UlxcjKurK6NGjcLb2xt3d3d6e3vRaDQoFAoUCgWenp6UlpaaVRaT69WUqGLCtIhNT09n9+7d5OTkSJbXpk2bJM9DeHg4KSkpLFq0CLVazbRp04iOjmbx4sUcO3aMf//733R0dPzgZ8d3/a2YnlU9PT1UVFSMaAUfEz9JhWaKldXW1uLj48OECRMwGAwjXgz0clpbWy2Wwnw9TMrC2dkZNzc3QkNDmTFjBk5OTuzevZtt27bR3NxMZGQkcGnyW0Lpnjlzhk2bNjF9+nSCgoL42c9+RmpqKqWlpdKiw8bGhvj4eFxdXXF2dqa6upri4mIOHDhAZmam2TcKfxeUSqW0f6mkpITu7m6LLkpsbGwIDQ0lPj4eW1tbyeq6mYiKiiI5ORkvLy/27NnDzp07pe+lr6+PyspKMjIyGDduHEeOHLGIQmtra+PUqVPs3r2bFStWMGHCBIKDg4FLbv7+/n727t1LQUEBixYtIjw8HLVazZgxY8jMzDTrd6rX6ykvLycpKQm5XI7RaKSrq4ucnBzOnDlDeno6eXl51NfXS3OnpqYGuLQ/s6SkhOLiYs6dO8e4ceMYP348ISEheHt74+fnR1NTE3v37rXo3keDwUBdXR1Go5H8/HxKSkpGrJj75fwkFZoJrVaLi4uLtHFRo9GMaJajIAhSttO1CrlaEp1OR0NDAwMDA7i4uBAQEEBzczMhISE0Nzfz2WefceTIEaKioobEiCxBf38/W7dupampiZkzZ5KYmMjs2bMZPXr0EAvN0dERURTZv38/p06d4sKFC2bb+PpD0Gg0+Pn5AVBaWkpPT4/FFdqoUaPw8/PDxsbmO70nICAAT09PbG1tpUK4lmTcuHF4e3tTU1PDF198cUWGqakA97PPPou7uzuNjY1mn/uiKJKXl8eGDRuIj4/Hzc2Nzs5OGhoaaG5upqmpSZpDXl5euLm5odFoSElJ4V//+hcqlcps8VCtVsuRI0cYNWqUlPjR1NTErl27OH78OKWlpdd0jZsWAJWVlRw4cIBZs2ah1+tJS0vDw8ODxMREbrvtNs6dO2cxhWZvb09AQAAuLi4YjUYyMjI4f/68Rcb6vvykFRqAm5sbrq6u2NjYEBYWxv79+0dMFrlcLmWADQwMDLubrKenh0OHDlFVVUVISAiRkZFUV1ezb98+RFHk4MGDdHV14efnx9ixYyXXpKUsgsbGRrZs2cKWLVuQy+Xce++9wP+fsdbX18f69estMvYPxZQZN1xc7to0fS/ftih74oknWLhwId7e3hQWFvLKK69Y1KpLTk5Gq9Vy9OhRjh49esX5vr4+Dh06xPbt20lMTKSpqckimaEtLS0cOXKE//7v/2bx4sVs2bKFoqIiGhsbh2S9mgqVT58+nZkzZ6LRaPD29qatrY3W1tYblqOnp4f333+f999//4Y/a//+/ahUKoxGI/PmzcPW1hYnJ6fvvLj5IYwePZqnn36a5cuX09PTw969e8nLy7PYeN+Hn7xCMxWYVSgUBAUFXbM/kqWRy+W4uLgwc+ZMtFqtlII+3BiNRrZu3cqDDz7ImDFjuHjxIv/4xz/YuHEjoigSEhJCVFQUQUFBtLe3U11dPSyJFgaDgQ8//NDi4/ynMTAwwKlTpzh16hRjx45Fo9FcVzkJgsBDDz2ERqOhurqaU6dOkZWVZVEZ4+LivrOVaoprWwLT5t+vv/6a7du3X/N72rdvHz4+PowfPx4vLy82btxIc3Mz69at+84Va4aTHTt2sHfvXuzs7JDL5QwODlp0C4a7uztjx45FEAS2b99Oc3PzTePmHpmn903G5XtURurG+Pv7s3r1akJDQ2loaKCqqsoisYRvw2g0sn//fmpra3FyciI5OZlly5ZJKc9Llixh6tSpdHZ28vnnn7Nr1y6L7emy8u3o9Xrq6+vZu3cv3d3dyGQy4uLiWLduHd7e3tICbdSoUdx+++1s3LgRW1tbBEFg06ZNPPvssxavZNLc3Hzd+IpKpSIxMRFBEDh27JjZkzCuxvV+501NTWRlZXHw4EFkMhmTJ0/GyclpRHskfhs6nY7Ozk6pJ5kltorY2toyduxYkpOTcXBw4NChQ/zud7+zWHeEH8JP3kIzMTg4SG5u7ojtQbO3tycqKgobGxvy8vJobW0dEVlMsYb333+fFStWEBoayhNPPMGYMWNQq9XSj/vYsWNs3LiR7u7um2Z19lNFp9OxZcsW7rrrLry9vXFycmLatGk88cQT1NfXYzAYCAoKIjU1lbCwMGQyGSdPnuTs2bPD0tMuNzeXxMREQkNDCQ4Opry8XDqnUqkICAjg3nvvpaKi4rpNN4cLg8FAUVERe/bs4dZbb5VK5Y1kn6/vgqUTgmJjY1m5ciWzZs3CxsaGM2fO0NjYOOL363KsCg2kbKv8/PwRUSKmDc1hYWHodDqysrJGxDoz0dLSwo4dO1CpVKSlpREYGMjSpUtxcnLCaDSSm5vL119/zdmzZ63K7BsMDAxIlSi+awq9Obhw4QINDQ0EBQVha2uLj48PS5cupbOzE4PBgIeHB6GhoRiNRs6dO8dXX301bHscT5w4gbu7O76+vtxxxx2cPn2agYEBbGxscHNzIyQkhMDAQHbs2GHx8lfflaamJrKzs7l48SIqlYqsrKxhr8l5syAIAl5eXsybN4/Zs2cTHBxMaWkpR44cuamUGVgVmpQ2297eTmlp6Yg8oJVKJe7u7kRFRdHa2kpmZuaIKjSAiooK1qxZw/Hjx7nllluYPXu2VBFg69atw1Iq6T+RtrY28vPzEUURBweHYe1jlZ+fj4eHB4GBgTg6OhIeHi4pVK1WS1tbG0ajkX//+99s2rTJ4kV2TRw+fBh7e3sWL17M008/TWlpKY2NjWg0Gry8vLC1tWXdunWsXbt22GT6NrRaLbW1tXz11Veo1Wq+/PJLKXX+p4ZMJmPixImsWrUKPz8/amtrSU9PZ+/evSPSr/G6iP+BdHZ2ioBZjhUrVojvvfee+Pnnn5vtM7/vodFoxNtuu01sbm4WP/jgA9HR0XHEZLEeN3YolUoxJiZG7O3tFQ0Ggzh79mxRoVAMy9ienp7ixIkTxeeff17U6/Xi4OCgqNfrRZ1OJ+7bt09ctmyZuHTpUlEul4/Id+Pt7S2uWrVKPHbsmHjs2DFxzZo14qOPPiomJCSM+H2zHtc+VCqV+OGHH4qdnZ1iY2Oj+OGHH4phYWFm+/zOzk6z6YafvIXm7OyMTCYb0dVXX18fX3/9NSEhIeh0uhEvjmzlhzM4OEhxcTFJSUl8+eWXREREUFZWNiyJDs3NzbS2tpKdnc0bb7wx5Jxer5f2do3UqrqxsZH169fz5ZdfSnIYjcaboveglWsj/l+h8MrKSs6ePcv27dtvqkSQyxFE8T8vCNLV1TWkm+yN4OPjg6OjIzqd7qa9SVb+81CpVIwZM4ba2lra2tpGtL+eFSs3giAIhISE4OLiQnd3N62trWZNJurs7MTR0dEsn/WTV2hWrFixYmXkMKdCs+5Ds2LFihUrPwqsCs2KFStWrPwosCo0K1asWLHyo8Cq0KxYsWLFyo8Cq0KzYsWKFSs/Cn7y+9Cs/GdiY2ODk5MT4eHhuLu7k5mZSXNz80iLZcWKlRHkJ6/QbG1tUavVUv8gvV6PVqtFp9Oh1+tHrFixlWsjCALOzs5MmDCBX//610ycOJGFCxeOaC87K1asjDw/eYX28MMPc+edd5KUlIQgCOTl5bFz506OHTtGXl4e1dXVIy2ilW9gZ2fHmDFjePjhh5kyZQp9fX03X005K1asDDs/SYUmCAI+Pj68/vrrTJgwAV9fX6kocVRUFKGhofj5+dHd3T0sCk0mk+Hv78+SJUt44oknqKqqwtfXF0dHR9rb2/nXv/7FmjVr6O3t/clbjGq1mqeffpqVK1cSHBwMwJtvvklFRcXICmblhpDJZBw4cIC6ujo+/fRTdu7cOdIiWfkP5Cep0BQKBTNmzGDixIl4eHjQ09PDuXPn+OKLLxBFkSlTplBZWTksNRXlcjmhoaHMnj2bhx9+mFGjRuHm5ia5QV1cXHj44YeZNm0af//738nNzaWjo8Picl2OjY0NEydOZMKECdjZ2eHh4YGLi4vUfkSn01FZWUlJSQkVFRV0dnZaRA61Ws3PfvYzZs+eTWBgIKIosn//fjZs2HDTtPaQyWS4urryyCOPkJSUhNFo5ODBg2zdupXKysphlSM0NJSUlBTCwsLw9/fHy8tLOt/Y2MjmzZvZsWPHsMn0bTg5OSGTyYatCpCjoyOBgYG4ubkBl9pIlZWV4ePjQ0hICNHR0UyYMAFRFGlqamL79u0cOnSI1tZWs8rh5+dHfHw806ZNQxAEsrKyKCgooLq6+qZsniuTydBoNMTGxrJixQqCgoIoLS0lPT2dPXv2jOii+yen0DQaDeHh4SxZsgQvLy+qq6s5c+YMR44cYd++fcCl1ildXV3U1dVZXB4/Pz9mzZrF4sWLiYyMBC4pkMHBQQYHBxEEgYiICAICAigpKUEURXJyciw+0X19fQkMDGTUqFH4+fkRHR2Ni4sLnZ2dqNVqnJ2dGTduHAaDgYGBASIiIoiLiyMzM5Ndu3aZXR5BEPD29mb+/PlERkZiNBopLy/nk08+oaSk5KYo6Ozt7U1ISAiJiYksW7aMmJgYjEYjzs7O6PV6Pv74Y3p6eiwuh62tLcHBwdx1112MGzcOf39/HB0dEQSBxsZGPDw8SEhIoL6+ntzc3BFviyKTyXBwcMDBwQG9Xj8sLXdMi9qkpCT8/f0RRRGj0Uh+fj5BQUEEBwcTFBRETEwMoijS3t5OR0cHVVVVdHZ2mq2gckhICFOnTiUtLY0JEyYgCAJRUVGcPXuWjIyMmyoubG9vj7+/P6NGjcLf35+UlBSSk5NxdnbG3t6empoajhw5ct3u5JbmJ6fQPDw8WLJkCfPmzUOlUnH27Fk2bNgwZKU6XCtpW1tbUlNTWbp0KTNmzEAURXp7e+no6KCjo4PBwUFsbGwYNWoUzs7OzJ8/n/7+fjo7O8nNzbWITAqFgsDAQMkii4uLIygoiMbGRrKyssjLy6O9vV1qxz44OEh/fz9JSUlMmDABV1dXiym02NhYEhMTcXd3p76+npycHDZs2DDiTQblcjlubm5MmjSJtLQ00tLSCAsLAy49rMeNG4coimzfvt3iCk0QBNzc3Jg7dy6PP/44g4ODdHR0UFFRQVlZGefOnSMhIYFZs2aRkJDAjBkz2Lt374j2IZPJZLi7u+Pm5kZnZ6fFexIqFArCwsK45557SE1NxdvbW+r2XFFRgZeXF3Z2dgCSLC4uLsTHx0seiOLiYrPIkpiYyK233sott9yCjY0NcrmckJAQRo8ejY2NzXUVmo2NjdSxwJIIgoC7uzuRkZFMmTKFcePGERERgYeHBxcuXKC4uJju7m6cnJxwdna2KrThQiaTER4ezu9//3vg0mStq6u7rrtKEAQEQTB7e3NBEBgzZgxPPvkksbGxiKLI4OAgmZmZfPzxx1y8eJGenh5cXFz42c9+xj333EN0dDRz586lu7vbIgpNoVDg4+PD559/TnR0NBUVFZw5c4a1a9eybds2Ojo6hnwHH330kfTvRx99lGXLluHj42N2ueCS0li4cKH0oBkYGKChoWHElRlcakH0xBNPsGjRIiIjI1EqlUPOazQaXF1d0Wg00lyyFEqlkvDwcB566CHs7e155513+Pjjjzl37pzUPiYyMpKAgACmT59OfHw8kZGR/O53v7OYTN+GTCbD1tYWW1tbKcPYUigUCjw9Pfn73//OxIkTpflk+p2HhIQAXHGPBEFg+vTpxMTEkJKSwsqVK80ij6urK/b29hgMBvr6+nB1dQUuzRmTbFdDLpcTEBBAW1sbvb290r01N4IgoFareeyxx1i5ciU+Pj6oVCo6Ozt56623+Oijj9BqtcyZM4eJEycSFBREbW2tRWT5LvxkFJpGo+FnP/sZq1evRiaTYTQaycnJYffu3WRnZ1/1PY6OjiQmJpKQkEB5eTlZWVlmu1kymYxHH32UiIgIbG1taWhoYPfu3bz99tucP38enU6HKIrIZDJycnLw8vJi8uTJjBo1ipiYGBwcHOju7jaLLCZCQkIkt9izzz5Leno6Fy9exGg0XncV6O/vT3h4OAaDgX/9619mlQku/XhdXV0ZN24carUaURSpqqpi06ZNZh/r+6JQKEhLS+OBBx7A09PzmteFhISwdu1a7r77biorKy3WA2z69Oncc889BAcHk5GRwR/+8Aeam5uHPKBramokt1l/f7/ZrI0fisnlCJe6W1tSHltbWxISEpg2bZrk2hRFUersbWJwcJC+vj76+vrw9fW1mDxVVVV88sknbNmyhZiYGB566KErZPkmvr6+PPvss9xxxx1kZ2ezc+dO0tPTOX/+vFllc3BwICkpiT/84Q8kJCSg0+nYunUrO3bs4NixYzQ0NKBSqXjttdeYO3cuarWatrY2jh8/bnEr+1r8ZBTaqlWrWLZsGVFRURgMBhobG3nzzTe5cOHCFV/+6NGjSU1NZfLkySQmJuLm5kZ3dzclJSUcPHiQTz75xCz9gORyubQyrK2t5ZNPPqGwsHDIastoNNLX18c///lPPD09iYiIYOLEiTz22GP88Y9/vGEZLqenp4eDBw/y+eefU1dXR3d397c+eG1sbHjmmWdwdXVl9+7dnDp1yqwywaWFxfTp04mKisLGxoaLFy+SmZnJhQsXzD7W98HFxYWpU6fyP//zP7i4uDA4OEhvby9NTU2cOnWKo0ePsnDhQsaNG4evry+RkZEkJCTQ0NBgMYUWHh7O+PHj0Wq1vPDCC1dY1QCPP/44o0ePRqfTcf78ebZt22YRWQRB4JZbbsFoNFJSUkJVVdVVF0YajYZZs2Yhk8nIy8uzSEzPlMSQlpbG8uXLUSgUkuL4pgI5deoUJ0+eJCcnh9bWVjZu3CjtUzU3x44dQ6FQSHFqE5WVldfsz+ji4sJdd92Fk5MTkyZNorGxkZKSErMqNJlMRlxcHAsXLiQmJobMzEyef/55ysvL6e7upre3F71ej7+/P3FxcdjZ2ZGfn8+xY8dGTJnBT0ih+fn54eHhgVqtxmAwUFJSwunTp6WMJUEQcHBwYPTo0Sxfvpxx48YREhKCp6cnNjY2ko9fr9eTn59/w8FaU+ZUV1cXNTU1HD16lMLCwqsmNxiNRs6cOcP58+fx9vbGx8eHOXPmsGbNGlpaWszmQ+/o6ODLL7+kqKgIOzs7Jk+ejIuLC8XFxVJG4+UIgsDSpUsZM2YMp06dIiMjwyLJKvb29kyYMAG1Wo1MJuPs2bMcP358WBIsroe3tzf3338/YWFh2NjYkJGRwYkTJzh37hxVVVVUVFQwevRoIiMjkclkqNVqNBoNMpllKs4pFAocHR1xdnZGFEVqa2uH7M9TqVSMHz+epUuX4unpSXd3N21tbRbJmjW5qlatWoWDgwPbt29n9+7dV90Go1arGTduHDKZjL6+Pou4z2xtbUlMTGT58uVS8pUJU2JTS0sLX375JTk5OZSWltLc3Iyfn5/ZZbmcnp4e3NzcCAgIYNy4cZJyLS0tvaalqlAoJNekvb09Go3G7ArX3t6e8ePHM3v2bORyOR9++CHZ2dlSfEyhUDB69GhWrVpFcHAwer2e+vp68vPzzSrH9+UnodAcHR3x8PBAo9EgiiJarZasrCzq6urQarXApR/VtGnTmDFjBosXL8bX1xeZTMbg4CDNzc14enri6upKUFAQ4eHhZlFoWVlZuLi4UFVVRUZGBm1tbde8vrGxkfr6enp6evDx8SE6Ohp3d3fa2trMptD6+vo4c+YMAJ6enkyZMoWoqCj27t17hUKzsbEhKCiI2267jebmZrKzsyksLDR7gFqhUODm5sb48eMRBIH+/n7Onz9PQUHBiK4EXV1dpRW/jY0NhYWF7Ny5kx07dlBQUCBd193dPWxxPpVKNaTqzTfPjRo1ihUrVpCQkEBHRwcXL16ktLTUIrIolUoiIiJIS0vDycmJ4uJiDh8+fMV1giCgUqkIDg5Gq9UyODhokSQHGxsbAgICSEhIuOJcR0cHeXl55OXl8d5779HQ0IDRaMTLy4uJEycOseC0Wq1Zt4g4OTmRkJDALbfcQkxMDABtbW0UFRVd1UKTyWQWsxYvR6lUMmrUKMLCwtDpdKSnp0uLbZlMhrOzM3PmzOH222/Hw8ODqqoqWlpaRnz7zI9eoSkUCsaOHUtMTAxubm4MDg5SX1/Pzp07h9wgLy8v/vCHPxAVFSUpso6ODqqrq8nJyWHZsmU4ODggk8lQqVQ3LJcoinzxxRfs2bOHvr6+75UZJAiClBH1bf72H4pWq8XDw4PY2Fjq6+uHnJPL5Xh7e3PfffcRFBTEb37zG86ePWsR68zJyYmwsDDpwdLQ0EBtbe1Vlb8gCNL9UavVwCXrVqfT0d/fb9YHZWJiIgsWLECtVtPX18ebb77Jnj17qKqquur1w6F8FQoFCoVCmhdKpVKaH15eXsyYMYOf//zn6PV6Dh8+zIEDBzh+/LhFZHF2dub222/H3d2d1tZWysvLr/rdyOVyyXJtbm6mo6NDWmRaGr1ez8DAALm5ubz++utDFqmjRo1iypQpPPXUU8jlcuBSXK2uro6DBw+aZXzTs+muu+5iyZIlUhLIqVOnyM3Nveq2ITs7O2nfHFhuXmm1Wtrb22ltbcXR0RGVSiWFRxwcHIiOjubnP/85AQEBGI1GWltbqa6uHtFFJvzIq+2rVCri4+P54IMPSEpKwt7envPnz7N69WoOHjwouTb8/PyYPXs2o0ePltxBOTk5vPbaa6SkpJCfny+tsru6uswWtDZZf983zbWzs5OMjAwKCwsttvpvbm7m/PnzVFRU4OLiMiRzb+zYsTz55JPceuut/OxnP+PEiRMW2xcXEBBAYmKi9FCprq6Wkhoux8bGBgcHB2JjY/nb3/5Gc3MzLS0tFBcX89577xEQEGBWV59CoZC+k9bWVnbs2EFlZeU1f9CWWnhcTmdnJ4WFhRQUFKBQKFi0aBFqtRoHBwfS0tJ4/vnnUavV/Otf/+K5557j/fffv6or+UaxsbHBx8eHO+64A5lMxkcffcSJEyeu6k43FZk2eRu6uroslrH3TXJzc3niiSe4/fbbr/C4mBZz7u7u0r3bt28ff/vb39i+fbtZxk9OTubll1/mjjvuwNHRUXr9f//3fzl06NBVXerjxo1j1apV0v8tNa+6u7spKyujqKgIhULBPffcg729PU5OTixYsID33nuPyMhI+vv7ycvLY/Pmzaxfv37Es45/1BaajY0NISEheHt7S2Z6Z2fnkMQFk9JbuXIlMpmM0tJSnn/+eU6cOEFTUxNKpZIXX3zxuim0w40pxd9SiQUmDh48iJOTEw8//DA+Pj5UV1ezePFi5s6di5+fH/fffz8XL160qBw+Pj5ERUVJ/w8KCiIgIAAXFxfa29sBcHd357nnnmPGjBmMGjUKW1tb4NL35OLiwpIlS0hNTeWll15i/fr1N2wBODo6EhYWRmBgIAUFBXz22Wdmzzj9oZw8eRJfX19SU1P57W9/S2ZmJlOnTmX+/Pm4urpy4sQJ/vGPf1BTU2Ox/UsxMTHccccdBAQE0NHRwa5duygpKbnqtQ4ODvj7+6PRaNi7d6/Fqsx0dXVRUFBAeno6wcHBvP3229TV1XHmzJkrYogajYbo6GipcocJ055Lc1ghgiDw6aef4uXlJT2bDAYDH3/8MefPn79mfNhkJZkytS3JgQMH0Ov1hIWFMXv2bFpaWpg/fz4TJ05EoVCQmZnJ3XffTXd3NwMDAzdFcYMftUJTKpWEhIRIq/u8vDzS09OHrCJmzJjBbbfdRlxcHEajkfT0dHJychgYGCAuLo6pU6dib29Pe3s7Fy5cuGo8aTgQBAG5XI5MJkOpVOLl5YWTk5NFN6JWVVWRm5tLdXU1d955JwMDA4wfP562tjb+9a9/UVhYaFFlZkqkuHwxkZ2dLblAXV1dWbp0KfPmzSMhIQEvLy8p6ae+vh4bGxvs7e2xtbXFx8eH22+/nT179tDc3HxDxYzvuOMOFi5ciI+PD2fPnmXTpk309fXd8N9rDqqrqzl58iSnTp0iKSmJ559/Hh8fH3x8fOjr6+Ozzz6jpqbGYlZQZGQkt9xyCwsWLEAul9PV1YVCocDX1xe5XI5CocDFxYWwsDCp9FRCQgJyuZz8/HyLfY9arZYjR45QVVWFvb09Fy5cYGBggK6uriG/H3d3dyIiIhg/fjzh4eHS6xUVFZw4cUKKMf9QZDIZLi4u3HnnnXh4eAyJh5mqyXh4eODl5YVcLsfW1pa77rpLirm7u7vj4uIiyTw4OEhnZ6dFFgKXb8iPj4/noYceku5jWVkZa9eupa6ubsStssv5USs0U/aUIAgMDAyQk5NDRkaGdF6hUBAVFUVMTIw0SQ4dOkR/fz+RkZHMnDmTuXPnAlBUVMSuXbs4ePDgFTGlG8HGxgY7Ozvs7OzQaDR4eHgAlyaTqdwOXNrHFBoaipOTE0ajEa1Wa/EVWl9fHxUVFWRnZ3Prrbei1WopLS3l5MmTHD161OIVAVQqFV5eXgQEBEivnT17lv7+fqKjo4mOjmblypVMnDgRg8FATU0N5eXlDAwMcO7cOezs7EhJSSE2NhaNRsPYsWOxs7OjtbX1hhRaTEwMYWFhaDQaurq6rplefTl6vZ729nbq6+stugjo6+ujuLiYL774goiICFJTU1EoFHR3d1NQUMDBgwfNZmVcjbFjxzJp0iSpUoqtrS233nor3d3dUtzXycmJoKAg7O3tcXd3x9vbG8CiitZgMFBbW0tdXR2CIFz1/isUCubPn09iYiITJ07E0dERURQpLS3l6NGjZGVl3VDSg0wmw9vbm5SUFO64444rSnyZiqbPnDkTR0dHFAoFarWaxYsXI4oiERERiKIoleqCS1mSVVVVFtnqoNfr6ezspKysjClTpuDs7AxASUkJO3bsID093eJeou+L2RXaiy++yEsvvTTktcjISAoLC4FLFR5+9atfSa6fOXPm8O677w4pnGouNBoNKSkpyGQyent7uXDhAjk5OdJ5BwcHfHx8cHV1lfZ7nT17lqCgIObMmcP8+fOJjo6mvr6e9PR0tm3bNiSD7UZxcnJi1KhRjBo1Cm9vbzw8PIiLiwOgvLyckpISysvLMRqNzJgxgwkTJuDp6UldXR35+fkWr+eoUCjQarVUVFTwi1/8gs7OTj744AP27NkjufssiUajITAwcEiadWtrK/7+/sTGxkp1HQcGBigtLWXfvn3s3buXvr4+jh8/jpOTE7/61a/w8/PDzs4OV1fXIYkSPwSlUom9vf0V1UC+jcHBQaqqqigoKLB4jKi+vp5169axevVqwsPDkclk1NfXc+jQIYqKiiw6dmhoKAEBASgUCkRRxMPDg8cffxzgig36MplMuhcGg4GOjg6LtgG6VrUfUwJNcHAwv/jFLxg9ejQODg4YDAZ6e3s5ePAgW7Zsueqe1e+Dm5sbEyZMYNWqVaSmpl5xXi6X89hjjxETE4O9vf0VCi8lJQW5XD4kKa27u5vy8nKLdJuQy+XI5fIrrOaKigo2btxosQzZG8EiFlpMTMyQIOvlN+bpp59mx44dbNy4EScnJx5//HGWLl3KsWPHzCqDyfIxuRt1Oh1dXV1DTPPg4GASExMJDQ2lr6+Pw4cPExgYyO9+9zvGjBmDWq1mYGCAp59+moMHD9LV1SX9AG90hSuTyVi5ciUPPvggYWFh2NvbX/U6URTp7++nvr5e2gdXVVXF2rVrb2j874Kfnx9paWk89NBD1NXVSd/HcGWhXY0HH3wQFxcXaU+hqVjz66+/zrFjx4ZkPxqNRvR6PQaDAVEUaWlpQavV3tC9i4iIYNSoUTg4ODA4OHjdzzLFOwRBkCy0xsZGi1vWRqOR/v5+6urqCAkJQaFQ0NLSMiyu8n379kn3x87Obsi8NmXOwaV57eDggEajQaFQoNfr0ev1FrMcTffhckwKztbWlsjISN5//33i4uKQy+WIokhPTw/79u1jx44dHD9+/IbipIIgsGTJElauXMnUqVOvOG+qCpSamip9B6Z5Yvr/qVOncHZ2ZsyYMcOSZOTt7c3kyZP5+c9/fsW54Rj/h2ARhaZQKCQ3wuWYVvifffYZM2fOBODDDz8kOjqazMxMUlJSzCZDZGQky5cv/86Wn1wux8fHh4cffljynZ8/f541a9bw1VdfERERwfLlywkODmZgYIADBw5w4sSJH7SiNG06XbBgASEhIddNOBEEQaqeLggCVVVVZGdnk5eX973H/T5ERkby+OOPExISwksvvcTu3bs5dOgQ8fHxVFZW3nAs4YcSFxcn7Ue7ePEiGzdu5K9//Svd3d3SvRAEgbi4OB5++GHS0tIIDAxEq9VK8bMb8fnHxsYSHByMo6MjWVlZvPrqq9e89t5772XRokWEh4dTVlbGyy+/PCytNQICArj33nuZMWOGlNkZFhbG8uXLOXDggMUSL+DSQzcrK4sXXnhBit2ZHn6dnZ0UFRVJ38Hzzz/PsmXL8PX15cCBA5SUlFhsU/VDDz3E+PHjcXd3l14vLS1l+/bt2NjY8Pzzz0uKwmg0UlhYyLZt2/jrX/9KZ2fnDd+3VatWsXr1asaPH3/V8729vZw9e/aK/ZVdXV28/PLLwCUFN336dB544AFuv/12qWSXJZSLh4cHTz/9NE888YRkkLS0tGBvb4+Pjw9TpkwhNzf3pmusaxGFVlJSgq+vL2q1mokTJ/Laa68REBBAVlYWOp2OWbNmSddGRUUREBDAiRMnrqnQtFrtEKvgu7jaZDLZkPI2l7s3roZSqWT06NGEhYVhZ2fHxYsXOXv2LDKZjNdff52pU6eiVqupqanh4MGD5OTk/OCbaSoCnJycjJ2dHYIg0NvbS2lpKRs3biQtLQ1/f3/c3d1xcnIaMmlNq0pLrmRDQ0N55plnKCoq4pNPPqG4uJiuri42btzIlClT0Ol0FBUVWTyzr7u7m1OnTrFjxw4WLFgAID2g5XI5RqORTz/9VFJmLi4uREREMH/+fGbPnk1QUBDOzs4MDg5SU1PD559/fsOZWN+0uq61GV6pVHLfffcRHBwsVUUfDjetWq0mJCSE2267DZlMxiuvvMLcuXOJiYlh7NixBAcHk5eXZzHFKooier2e3t5eKisrh+ylMlXkMGGyyHp7e9m3b59FHo5KpZLf/va3LFq0iFGjRg3xFiUmJjJ79mzgkjdCEATKy8vJzs5m79697Nq1yyzKDC7N228+g+rr68nKypLKbDU0NFxRUs9gMAx59l1uyVryWTB9+nRGjx6NQqHAYDBw/Phx3nnnHX7+858zadIkVq1axfr162lqahrxvWeXY3aFlpyczNq1a4mMjKS+vp6XXnqJKVOmkJ+fT0NDA0qlUgoumvDy8rpusPW11167Ii73bTQ1NZGbm0tPT49UHmbMmDHMmjVLGmvu3LlSdXiTJWTakOvi4sLo0aPx9fVFo9HQ3t7O+fPnyc/PJy8v74bKLtna2pKUlISTk5OU3XXq1ClOnDhBZmYmhYWFzJs3j0mTJl3R7NDBwYFRo0YRFRUlxSXNiVKp5NFHH6WqqorMzEzOnTsn+dD37dtHcnIy4eHhJCQkcPToUbOPfzk6nU4qM5aamoqzs7P0QDCV/1m+fLmU5ODk5ERAQABjx44lLCwMpVKJVquluLiYTZs2kZuba9YgtiiKV30Iq1Qqpk6dSlRUFHZ2dvT09EhVXixNdHQ0M2bMICgoiLNnz7Jz505pI76fnx+hoaHD4no0bS25lsWlUChwcHDA1taW/v5+i1R+UavVzJ8//5qeEAcHBykJyyRzXV0dJ06cICcnh46ODrMpfq1WS0dHBy0tLdKC8NixY2RnZ1NcXExtbS0DAwPfaqGaviNLK5G0tDRGjx4tdfb45JNPOH78OJMnTyYuLo5Ro0YxduxY9u7de1NZaWZXaPPmzZP+HR8fT3JyMoGBgXzxxRfS/qDvy3PPPcczzzwj/b+rqwt/f//rvqe5uZnc3Fyam5ulDMKJEydia2srZaUtWrRoSK22yyeJi4sLdnZ2aLVa0tPT2b9/P8ePH6e8vPyGU4tVKhVRUVHSw/nixYvs3r2bPXv20NPTQ1lZGTExMSQlJUlymeJBGo2GyMhI5s+fT1VVlVkz1lQqFWFhYcyaNYtHHnmEvLy8IX9rbm4uFRUVBAUFMXnyZIsrNFNV/ZMnT1JUVERycrJ0ztQZ+he/+AVGo1EqoWRqQ6LT6aipqaGyspKMjAw+++wzmpqablim1tZWurq6rhlHtLGxwdPTk6VLl0oFi4uKim44BvNdUCgUJCQkMHPmTJRKJdu2bePChQtSVmFAQMAQF+BIotFocHd3l7weZWVlZrUaFQoF7u7uLF++nOjo6O+cxGPqxhwYGIitrS01NTV0dHTQ1dV1Q/LV1taSmZlJQ0MDWq2WzMxMDh06RG1t7YjGpK9FfHw8/v7+VFZWsmvXLr7++ms6OjooKCggPj6eMWPGkJCQwIEDB37cCu2bODs7ExERwcWLF5k9e7ZUUupyK62xsfGqMTcTKpXqe5ebMhgMdHd3U1FRgb+/P3K5nNjYWGJjY4dcd7nZbkrn1ev1NDc309DQQFNTE//1X/91RaHXG8FoNNLd3Y3RaEQmk2Fvb4+bm5vUsTc0NJTU1FSio6MRRRGdTkd7ezv9/f04OzsTHh7Or3/9a/bu3UtRUZHZ9oG4u7vz0EMPsW/fPkpKSq6wKLRaLefOncPf358pU6bw2muvmWXc6zEwMEBFRQVfffUV8fHxUnknmUwmxT1NGI1GKTOtubmZdevWsXv3bvLz8822xeD48ePk5+fj5eUlWT4mTI0qJ06cKFV0Ly4uZv369Xz44YcWjV3Bpd9aTEwMsbGxdHR08P7779Pb20tra+t164SOBJ6enlJjzYsXL161aPGNYG9vT2RkJElJSVJi2LchCAKpqamkpqbS2NhIYWEhp06d4siRIxw/fvyGlNqRI0c4cuTID3rv5RgMBqmTvSWtNFNfuq6uLinZSqfTcezYMal6j7e3902xOBqCaGG6u7tFFxcX8e9//7vY0dEh2tjYiJs2bZLOFxYWioB44sSJ7/yZnZ2dIvCth52dnXjrrbeKlZWVYn9/v6jX6684BgcHxfb2drG8vFysqKgQt23bJj7yyCNiSkqK6Onp+Z3G+b6HQqEQ/fz8xMLCQkmunp4esaSkRPzwww/FyspKsa+vT9TpdGJTU5P4t7/9TQwNDRUfeeQRMT09XdTr9WJfX5/4wgsviL6+vqJCoTCLXPHx8WJzc7Po7u4uymSyq14zZswY8dVXXxV37txpke/mWodSqRRXr14tfvDBB2JJSYloMBiuOMrKysS1a9eKKSkpokajEQVBsIgsb731llhaWipevHhR/OUvfymq1WpRpVKJ4eHh4jPPPCPW1NSIer1e1Ol04v/8z/+Io0ePHpbv6M477xT37dsntrS0iFu2bJFeX7lypfj111+Lzc3N4uOPP262+XIjxxNPPCHm5+eLZ8+eFZ999lmzf76Xl5d4xx13iM3NzaJOp7vqfLnecfkzoqWlRXz00UfFMWPGiC4uLiP+3SUkJIhGo1Ga83fffbfZx5g2bZq4YcMGsbe3V8zLyxPvuece0c7OTgwKChJ/85vfiAMDA6JerxcdHBxueKzOzk6z6RuzW2i//vWvWbRoEYGBgdTV1fHCCy8gl8tZuXIlTk5OPPDAA1L/LEdHR5544gkmTpxo1gxHE319fezbt49bb72VV155hQkTJgzJcqqrq2Pnzp3s2bOHzMxMAKmQrU6ns9imQZMFeO7cOby8vFAqlajVagICAli2bBkqlYqMjAxOnz7N2bNn2bNnD93d3Xz22WdSu49Fixbx5JNPUl9fz65du8y+wr0agiCwaNEiEhISrlo41ZIMDg6yYcMGvvrqK1Qq1RV7dOD/D6D39PRIDVItwV//+ldaWlpYuXIlzz//PL/61a8ApMoOpmaVb7zxBps2bRq2/ToxMTF4e3vT0NDAhg0bALj77rt54IEHSEhIoKWlhUOHDt0ULqKEhAScnZ3JycmxSIHk5uZmjh49ytmzZ5k6daqUTNTU1MRnn30mtY2CS7G0sLAwli5dKr12eRKWk5MTL7/8Mlu3bmXDhg3s3bvX7PJ+H8TLvErr1q2zSPf6s2fPsnbtWtrb27n99tv53//9X5ydnTl06JBUaNrU3ftmwuwKraamhpUrV9La2oqHhweTJ08mMzNTCr7+7W9/QyaTsWzZsiEbqy2B+H97uIqKinj99delvUumc319fVRXV1NbW0tzc7NFZLgWOp2Ot956i4MHD5KcnMz48eOJjo5GoVBQWVnJl19+yeHDh2lpaZGqhXR1dZGVlYVKpcJgMNDQ0MDJkyfN5k4aGBjg4sWL3H333ezZs4eamhr6+/tRKBTExcWRmppKfHw8xcXFfPXVV2YZ8/vQ29tr8eok34W6ujouXLhAeXk5YWFhuLi4SOeMRiO9vb3s3r2b9evXU1NTM2zVFJRKpdQTbc6cOVLB7cDAQIqKili/fj0VFRUjnpVmY2NDYmIiLi4uODs7S921zYmpAvxf/vIXPvvsM0mh9fX1cf78+SGxZ6VSiaurK7t27SIiIkJKIlGr1VJGq4uLC46Ojt97Q72lEEWRsrIyMjMzLbK47Onp4cyZM+j1ejw8PJg3bx733XcfSUlJODo64urqSn19/YjPpW9idoW2fv36655Xq9W88847vPPOO+Ye+poMDAyYfeP2jSKKIsePH+fChQuUlpZSVFQkVcSoqqoiPT39iv5i4v9lYR07doyenh4aGhooLCw0W1C5s7OT7du3M3HiRJydnWlqapIUWkxMDEFBQdTU1HDkyBGLdKb+T2FwcJDKykqys7OlkmT19fU0NzfT09NDe3s7n332Gfn5+cMa8C8pKaG6upqEhASmTJmCRqNBq9VSWFjI/v37+frrr0e8KaqJo0ePkpeXJ/XRsgRarZZDhw4NiaGJ/9cP8ZsPYrlcTlZWlrQHNSUlheDgYEaNGmUR2W4E0/yrq6ujsrLSIslGRqNR6nP4xRdfoFariY2NxcfHR0q+ys7OHpZ9ld+HH3Utx5sdk+tx796939mN0dfXR2lpqUXcWC0tLfz73//mtddeY8WKFWg0miHnjx07xubNm8nOzr4pM7OGk8rKSg4ePIhMJmPFihVkZGSQnZ1NbW0tXV1d7Nu3b9hl2r9/P66urqjVanx8fMjNzaWyspK9e/dy+vTpa/ZqG250Oh1PPvnksIz1XTdqGwwGqRWKTqfj/PnzTJkyRSoAAUgLvJGmq6uLXbt2oVaraW9vt2hx4NbWVjZt2kRTUxMPPPAA0dHRODs7S6XUbrZajoJ4s9mM34Gurq4r9mdZsWLFipX/PDo7O4f0g7sRftQNPq1YsWLFyk8Hq0KzYsWKFSs/CqwKzYoVK1as/CiwKjQrVqxYsfKjwKrQrFixYsXKjwKrQrNixYoVKz8KrArNihUrVqz8KLBurLZixYqVy4iKimLy5MlMnDgRo9HIU089RV9f301X5snKlVgVmhUrZkQQBOzs7Jg0aRIODg40NjZSVVVFfX39d65aYWXkcHR0ZObMmSxfvpzJkyfT3t7Of/3Xf1m0XYuNjQ2Ojo5Sb8aAgACpjqSp5mxRURGNjY309fXddOWmbiasCs2KFTNi6tH297//nZCQEI4ePcpXX33Fzp07qaiosD6MbnIiIyNZsWIFqampDAwMUFBQYNHODXCpmXB8fLxU7X/JkiW4u7ujUCjQ6/XU19fzj3/8g/T0dCoqKujs7GRgYMBi8vxHY7ZGNMPId+2HZj2sx3AfarVaTExMFHU6najT6US9Xi82NDSIGzduFD08PEZcPutx/eMf//iHWF1dLer1erG8vFxcuXLlNXsDmuuYNWuWuG7dOmnOmOaNqaee6SgrKxPXrFkjLlq0aMS/J3MeN3U/NCvDS3h4OLNnz8bR0ZHc3Fx27dplls91dHTk/vvvJyUlhdLSUn73u9+Z5XN/7Oj1erq7uykuLiYsLAy5XI6rqyvJyck89dRT/O53v7N4LMbOzo7IyEiefvpp0tLS6O3t5fTp02zevJldu3bR19dn0fHNhSAIhIaGMnPmTKntk1ar5fTp0+Tk5JjV2lUqlVLLHXd3d7q6urhw4QKbNm2yuFV9/Phx6uvruXjxIrm5uSxfvpyOjg5qamro6elh8eLFjB07Fh8fH26//XbGjx+Pg4MDn3/++bDE9Wxtbdm+fTsxMTFkZmayceNGPv30U4uP+0P4SSu05cuXo9FocHFxITQ0lOjoaOlcbm4uJ06coLi4mHPnzo2IfJ6envj4+JCXl4coiowbN45Ro0bh6+srtZqJiYnBz8+P3t5evL29zabQbr/9dhYtWoSTkxPZ2dnfer2DgwO+vr5ERERw6tQpmpubzfIgCAsLY/z48YwfPx53d3dycnLYvXs3hYWFV73exsYGPz8/Xn31Vc6fP8+xY8fIz88f0tDRUri7u5OSksI999zDqFGjpB5cMpkMNzc3li1bxtdff01OTo7FXEajRo0iNTWVn//858THx+Pm5oatrS2TJk0iIiKC6dOn8+6771JeXj4ibiuZTEZISAgGgwFfX1+8vLzw8/Nj2rRpV73eFFsyNXQ1GAw0NTUxd+5cs8kvk8lwcXHhwQcfxMvLi8HBQQ4ePMg///lPi1ayN9Hf309ZWRlr166lu7uboqIi9Ho9AwMDGAwGMjIyiIyMZOXKlYwbNw5/f3/uu+8+9u3bR1tb27A0bLW3t8fR0RE7O7ubpifc1fjJKTSVSoWPjw/Jycnceeed2NnZYW9vj6+vL4GBgdJ1wcHBREREUFlZyfr16zlz5sywtUxRKpWEhISQkpJCUlISJSUliKLI6NGj8fDwwM3NDX9/f+CS/31gYICmpiZqa2vNMr6npyezZ88mLCyMtra27/Tg8PX1ZfLkycyaNQsnJyc2b95sllYbERER3HrrrYwfP17qsHDy5MmrXuvm5kZUVBQzZ85kzpw5REdH4+DggCiKHDly5IZluR4uLi7MmjWLhQsXMmPGDOzs7IacVyqVBAQEsGDBAkpKSiyiTJydnZk0aRLLli0jKSmJsrIytm7dSmdnJ25ubsTGxrJgwQL6+vr49NNPuXjx4rBYa8HBwURGRuLj44NMJiM0NBS9Xo+vry/u7u64u7sTHx9/1fcODAzQ1dWF0Wikq6uL6upq6urqzGo12dvbExUVRVJSEmq1ms7OTioqKjh9+rTZxrge4v81Iq6srAS4omFvXV0dVVVVBAcH4+3tTWJiIvHx8fj5+dHV1TVsHcjFyzpl36z8pBSag4MDgYGBTJ06lfvvv5/4+HgMBgMDAwMMDAxQX1+Pvb09Go2G0NBQQkND0el0KJVKszbSvB4KhYKoqCjmzJnD3LlzmTp1qpQdp1QqEUURnU5Hf3+/5NqqqqrizJkzZmkNL5fLGTNmDGPHjkWj0VBSUvKt1o1cLiciIkJ6oA8ODrJ9+3azKDQnJycCAwMJCAhALpejVCpxcHDA1dV1yHUuLi7ExcUxY8YMli9fjrOzM4IgEBwcjJeX1w3LcT1sbW1JSkpi5cqVTJ8+HTs7O7RaLTU1NXh4eKDRaFAoFNjY2JCWlsa//vUvi1iMERERkttMEAS+/PJLPv74Y9rb2wkJCWHhwoWsXr2a+++/n7q6Ovr7+ykpKTG7HN8kOTmZZcuWkZiYiCAIODs7YzQasbW1RSaTDemp1dPTQ39/PzqdDqPRSFNTE/n5+QwODlJfX09OTg4lJSVmtZwcHByIiorC09NTkqG1tZXOzk6zjXGjtLW1ce7cOcaNG0dSUhLOzs54e3tTUlLyk+9NeDk/GYUmCAKpqancc8893HPPPcClRoNFRUWcO3eO4uJiACZNmsTYsWNxcnJCEAQUCgUPPvggf/7zn2lra7Po6kQQBNzd3fnTn/7E+PHjpR++IAiSvN3d3dTX15Obm8vhw4c5efIklZWVZulELJPJsLe35+6778bNzY3m5mbOnDnDxo0br/s+JycnkpKSmDRpEgqFgp6eHmQymVlSnY8dO4ZarSYoKAh3d3cGBweJj4+/opPwypUriY+Px9nZGZlMhtFoZO/evXzwwQcWtc7kcjmxsbH85S9/ITQ0FLVajcFgoKKigqeeeorHHnuMlJQUPDw8EAQBjUYjuSLNiSAI3HrrrSQlJaFUKikvL+ett96iu7sbURTJy8vj4sWLlJSU8NZbb3HffffR09MzLApt9uzZJCcnS2npJjo7O2lqaqKhoUF6LSMjg7y8PGpraxFFkdbWVkpLSy3eSPLye1JQUEBZWZlFx/shlJSUUFNTgyAI0jNhJBjJsb8Vs6WXDCM/JMtx7Nix4qeffioaDAbpc26//XbR29tblMlkoiAIoiAIokwmE+VyuSiXy8X4+HjxyJEjotFoFP/3f/9XjI+Pt2i2j4ODg/jJJ5+IPT09olarFcvLy8V169aJPj4+opeXl+jl5SW6u7uLDg4OkszmHN/W1lacMGGCqNVqxdLSUvGVV14Rx44d+63ve/DBB8WMjAzRYDCInZ2d4syZM0WlUmk2uZycnMR58+aJmzZtEouLi8WOjg5Rq9VKx+Dg4JBsMK1WK/773/8Ww8LCRBsbG4vdL5VKJUZERIgVFRXiwMCAqNPpxMHBQbG2tlZcuHChaGNjI6ampopr1qwRtVqtqNfrxebmZnHOnDmii4uLWWWJiYkRz5w5Iw4MDIgFBQXivffee9XrBEEQly1bJp4/f158++23xZCQEIvOaUD84IMPxKqqKtFgMAw5Dh06JD7wwAOiTCYbcph7Xn/bERsbK/773/+W5Hr99dfFcePGDasM3+VwdnYWn3/+eVGv14v9/f3i3LlzRTs7O4uPa2trK54+fVocGBgQ9+/fL95///1m/XxrluP3ZPz48fzpT39i7Nix9PT0kJ2dzaOPPkpNTc0VGxXFyyyKzs5OsrKymDx5smRxWAqNRkNUVBQLFixAqVSyceNGtm7dytGjR2lqahoin2gBP7ZcLsfX15eHH35Y2kulUqm+02ZgW1tbbGxs0Gq11NbWkp2dbVaXUHd3N0eOHCEvL4/g4GBcXFxQqVTS+TVr1qDRaADo7e0lNzeXP/7xj1RXV1ssqK9SqYiNjeV//ud/8PLyQi6XIwgChYWFfP7556Snp6PT6Th79iwXLlygp6cHJycnHB0diYmJobS0lPb2drPIIggCQUFBODo6IpPJaGtr48yZM1e9VhRFcnJyaG5uRi6XD3vnd51Ox9GjRzl58iQlJSXk5uaO6N68uXPnsnz5chYvXowoipSXl3P8+HGKiopGTKZrMXHiRGJiYkZkbKPRiNFoxN3dnZCQEPz9/amurh4RWa7Hj16hCYLA0qVLiY6OZnBwkNOnT/POO+9w4cKFb31va2srmzdvZt68eRbNdjI9kFavXo2DgwPV1dUcOHCAo0ePUl9fb7FxLyc0NJS5c+cyY8YMBEEgPz+f/Pz86yaaCILALbfcQlpaGv7+/tTX17NhwwbJzWUujEYjvb299Pb20tnZiUqlQiaToVQqSUpKksYaHBykoaGBr776iqqqKotW5oiNjWXJkiWkpKSgUCgQBIGOjg5yc3PZsmULvb29wKUMNlO2GlxaOCQmJpKZmcnFixfNJk9MTAwajYampiYKCwuv+bCRyWRMnjyZjo4OiouLqampMZsM34bRaKSvr48tW7Zw7NgxOjo66OjoGLbxr0ZCQgLTpk3D2dkZgH379lFaWgpAUFAQ8fHxlJeXU15ePuJVOuzs7FCr1ej1ehobGykvLx/W6jOiKOLr60t0dDTh4eFWhTbcKJVKQkNDmTNnDk5OTpw4cYLNmzezc+fO7/T+np4eTp8+TV5eHoWFhXR1dZldRpVKha+vL6mpqSxcuBBACka7u7ujUqmoqKgw+7iXIwgCYWFhzJo1i8DAQHp6etizZw9nz569rhWhUCi49dZbmTBhAu7u7pw5c4adO3daNOuqp6dHihfa29sTGhqKXC4HLmWDHT16lH379ln0h+7j48OUKVOYO3euFBvr6enhzJkzpKenc/78+eu+PyAgAEdHR7PJIwgCvr6+2NjYUFlZSXFxMd3d3VdcZ2NjQ3h4OEuWLEGj0dDa2kpzc7PZ5Lgatra22NraIpfLGRwcpK6ujoMHD1JcXDxs2XlXw87OjoiICBITE/H390en09HS0sKBAwfo6uoiPDycSZMmMXXqVAoLC9m3bx8XLlygpaVlxGT28vLC1dUVg8FAW1sbtbW1Fo8twqWFyNmzZ4mIiMDZ2RkfHx8pgeZm40et0JycnHjggQeIj49Hp9Oxfft21qxZc933aDQabG1tMRgMaLVaBEHg1KlTbNq0ySJZT0FBQSxcuJCFCxfi6+sLXNp7s3LlSiZPnkxRURH//ve/6erqspiVaGNjg7+/P7GxsYiiSE1NDdu2bbuuBSGXy3FxcWHmzJlS8kpHR4dZrY7rIQgCarWauLg4ZDIZOp2OEydO8I9//IP8/HyLjj1z5kzmz59PYmIicGnlWlZWxpo1a667D9CS9QBNtLW1XdOqd3R05J577mHu3Lm0t7dfkSlqCQICAvDy8sLW1pb29nZOnjz5nbwjlkQulxMVFcWzzz5Lamoqer2epqYm9u7dS25uLh4eHtx2222sXr1aypANDAzkww8/5MiRIxaz0hQKxRBXutFoRK/Xo9frkcvlpKSkEBUVhcFgkLJBLT2f4JLn4y9/+Qvz5s3Dzs4OGxsb7O3tpdJcNxM/aoXm6urKr371K+BSnOXUqVPf+p6nnnqKX/ziF5SWlrJt2zbOnDnDX/7yF4vJ+Oc//5lJkybh5OQkTc6AgAACAgKASzGHVatW8fDDD5OTkyO5ssyJn58fnp6e2NjYAJcm8Lhx42hra5PcL9/E1dWVJ554grCwMGQyGZmZmezZs+eqloElUKvVBAQESBmrGRkZHDx4kIKCAouPu2rVKlJTU6VsSr1ez7p16zhz5sw1//7LM9MsGYsNDg4mPj5eks2ERqMhICCA5ORk5HI59vb2Qx6elkAmk7Fs2TKio6NRq9Xk5uaydu1ai475bSgUCry9vfnkk08ICgqSrNqNGzfy3//93zz11FMsWbKEmJiYIQp/1qxZnD9/nuLiYurq6swul0ajYfTo0axYsUKaHw0NDZw6dYqCggJGjx5NYGAg9vb2tLe3c/jw4WHbDyaKIhcvXsRgMCCTyUhMTOTFF1/kzJkz5OXl3VT1SX/UCu37IggCTz31FK6urnh7exMZGcmJEyfIyMiw2ORpaWmhurqac+fOsWfPHklhOTg4EBcXx+TJkwkLC+PnP/85L730kkUUWk1NDSUlJVRVVeHr60tMTAx/+tOfqK+vp7m5Gb1eT0REBB0dHdTW1mIwGHBzcyM6OlpKQggNDeXZZ5/lwQcf5K677qKgoMBiqze1Ws306dN5/vnnpdfeffdddu/ePWTDslKpxGAwmM21JQgCf/7zn4mLi0OlUmE0GtFqtbz66qt88skn191bdnkyz3fdrP5dEf8vvV2v1xMcHExiYiJ2dnZ0d3fj6urKihUrmD17NmPGjMHf3x+ZTEZ+fr7F42cymYzFixfj6OhIT08PlZWVnDhxQjrv7e2NXq8fVjeeq6sry5cvJzg4GIVCIT2sP/jgA6Kjo7nrrruIiIi4YmN8V1cX3d3dZr1v4eHh3H777fj4+ODo6EhSUhJ+fn6SQjPNr4aGBuzs7PD09ESn01FYWMhrr7027IrElBgC3LSbq60K7f9wcXHhN7/5DU5OTsjlcikuU15ebtGb99Zbb+Hm5sbg4CBVVVWSElAoFLi7u3Po0CHefPNNgoKCpD1M5p7IOp2OrKwsvvjiC2JjY7G3t8fe3p6AgAB8fHwwGo3Y29vj4uKCj48PoihiY2MjZRaaKirY29vT0dFBRUWFReMjSqUSd3f3IaXKUlJSsLe3H6JEPT09SU9PJysr64bHVCgUBAcHM336dGmPYm9vLwUFBezYsYOOjo5vvS+meXT8+HGzr/ILCgoYGBhAoVAQGRnJH//4R2QyGYGBgQQGBuLh4YGjo6NkhQ8MDAxLWSeVSoUgCNja2jJmzBheeOEF6ZyPj49UykoURTIyMqQyZZbYLOzq6sq4ceN46KGHpESeXbt2sW/fPuLi4vjlL39JRETEFXsFTbIVFBTcsAdCoVDg4uJCamoqDz30EGFhYdLeRVPZK7j0PDIdGo1GeiadO3eOvXv3jkg9zu3bt7NgwYIhFZVuNqwKjUvJF8nJySxdulSqGQeXCs1+swyNucnNzZXG/GYiQ01NjdS6IjAwEDs7O4soNIDa2loOHjxIcHAwt9xyixTMN9Vt6+rqor+/H0dHR9RqNXK5HFEUpbiZyeqoqqqyaIWFgIAA4uPjSU1Nxd7eHrhkOU2bNo3Y2FiMRiOiKFJUVITBYJCK2t4oSqWS6Oho/Pz8UCqVGI1GWlpa2L1793U3/ppisqYFUnt7O+fOnTNrMoYoipw7d47s7GxsbW1xd3dn4cKF2NjY4OHhQWNjI/X19dTW1kolphobGy2eYSiKIiUlJdLcDQwMZNmyZdJ5R0dHjEYjPT09iKJIaGgoW7Zs4eTJk1RVVZldHldXV6KioqQ6qOfOnSMjI4Pm5mYWLlzI5MmTEQQBnU5HT08Pg4ODuLu7097ezokTJygvL7/hRYCPjw9Tp07ltttuY9q0adTV1VFUVERFRQVlZWV0dnYiiiJeXl7ExsYyY8YMKQMTLm2uPnDgwA3J8EPJyMggMTHRqtBGClO6t8mS+Ca2trY4Ozszbtw4li9fLq28h1vGa2XkmeIzcOlBbmdnh1wut4grr6+vj4KCAl588UX6+/txdnbG3d1dUhomt9aYMWOkLD3Tg7SwsFByWZp7/46zszNubm6SZTF58mTmzp1LUlKSdI2pKruvry9arZauri6ys7MpLi4esofvh2Jq2jl+/HhsbW0RBEHqU/XVV19d0w2s0WiIjY2VYjWiKFJZWUlZWZnZY40lJSV89dVXGI1GkpKS0Gg0aLVaLl68yOnTpykrK0OpVBIXF4cgCFRVVVl8sSaKIunp6VIZNQcHBxwcHK64zhRfjIqKQiaT0d7ebhGF5uHhQXh4uOT6PXToEFVVVfj5+XHrrbdKv329Xk9XVxc9PT24ublx4cIFsrOzaWxsvGEZAgMDuf3225k/fz4dHR3s37+f/fv3k5WVRXNzs2R5BQQEMH/+fMaOHTtEobW1tVk86/laFBYWSosgQRAsHoP9IfyoFdrAwACZmZnS3iqZTCa5EsT/q15vqr/n6enJW2+9xW9/+1uUSqWUkWZOa8j0g/muLkxHR0cp5vF93vdDMWUqPvfccwBDLDRRFOnp6eHXv/41K1asYOzYsRgMBt588032799vkS0NAEuXLuXJJ58kICAAQRBQKpUoFApkMpl0f/R6PQcPHiQrK4v8/HwOHDhAf3+/2dyeKpWKUaNGsWLFCmkDtVarpbm5+ZqdGGQyGUlJSbz66qskJiaiUqkwGAycOXOG9vZ2iyxKPv/8c44ePUpsbCzJyclcuHCB48eP09TUhJOTE9OmTRvWBZvRaGTHjh3MmTMHpVJ51a0KpvJypofjkiVLyMrKYv/+/WaXx9/fn/HjxwNIafrx8fGMHz8eFxcX6TpbW1uptJper2fDhg1UV1ebxQ2qVCqlzeybN2/mL3/5yxVltmQyGWPHjmXGjBkEBgYO+d1PnjyZxx9/fIjrdjgxLT5MW0CysrKsSSHDRXV1NQsWLKCjo4PVq1fj7+/P8ePH0ev1HDt2jPXr19Pa2sq+ffvYuHEjJ0+eJDU1lZSUFJycnKipqeFPf/qT2eRZtWoVCoVCylz6NgV1eZwqPz+fzs7OYU2T7e/vv6LAsK+vL56engwMDJCTk8P27dstuufLVPXc29t7SNaZKIr09vby7rvvsnbtWurq6qQNzOZW/La2tvj4+BAeHi69JpPJUCgUqNXqIYkCptjn3XffzfPPP49Go0EQBLq6ujhy5AjvvvuuxVx9oihSXV1NTU0Ne/fuHbIgs7GxuSLRwVJ4e3vj7e1NUVERlZWVLFu27JqK1M/Pj1mzZvHee+9ZXK7c3Fw2b97M2LFjUSqV/P73v79qXUTT/GlqauIf//gHH3zwgVmTQUxjXm1stVrNz3/+c+69917Gjh0LXFKqgiAgl8sJDg5m8uTJV8y74cJk3To7O/Pee++xdevWYcts/i78qBUaXIpLPfLII7z44otMmjSJhIQEAB544AF2797Npk2byMnJoaOjA4PBQEJCguRmA8y6+pg7dy6TJ0+mtLSUP/zhDxw4cOCaD1+1Ws348eO57777gEvJKT09PSO6GTU6OprIyEg8PDwYGBigsLDQ4vKcPHmS8vJyNmzYQFxcHM8++yzu7u4YDAba29v56KOPqKysZHBw0GIWrCnbrK+vT3I5qtVqEhMTeffdd4dUU3FyciI0NJT4+Hjp2oGBAYqLi/n73/9OcXGxxZMxRFG84r64ubkNKZtUW1trMZfjrFmzeOSRR9i+fTuvv/76NRdh7u7uRERESL9JS9PZ2Ul5eTk1NTWMGjVqSLz8cgRBkDYvb9y40ewJKqZ5umTJEuRyubRvUBAE/Pz8mDx5Mt7e3lKSyPvvv09UVBS33XYb/v7+REVF8corr0hZz8OVcdjU1ERmZiY+Pj4kJCRc8/sbSW4+icyMKIrs27cPYIhbASArK4uCggJaW1uxtbWVKorI5XLa2trMntasVqvx9PTE3t6en//85+j1ek6fPn3VGIwpi2/cuHEYjUYyMjIs5tb7NkxdAO6//34iIiJQKpW0tbVx6tQpi/+Yent7qayslBoZmh4uJiVTWVlp8fYZ/f39VFRU8Pnnn3PnnXdKbU9cXV1JS0sbcl/UajUuLi5S3KO3t5eTJ0+yZcsWcnNzR2RVDZcsx8tjya2trRZbWTs7OxMVFUVVVRW2trb09fVdMU9cXV1ZsmQJ06dPZ8yYMYiiiF6vZ9++fdds3nqjdHZ2kp2dzZ/+9Ccefvhh/Pz8sLGxQS6XS+XUTBiNRnQ6HXq93qxzvLm5mdOnTxMaGoqXlxczZsyQNkgLgoCjoyOenp4UFhZy+vRpjh07xoEDB8jJycHR0ZGZM2fi5+fHvHnzWLduHUVFRcPWPqazs5OSkhIqKiqGbRHyffnRKzS4tBr9tg2dKpWKlJQUaVI3NjZec1PxD+Xs2bP4+fkRGhrKvHnzaGxspKWlhbKyMikYbNr4mZSUxNixY/Hw8KClpYWjR4+apUXM98XU8mTq1KksXboUX19furu7KSkpGRaFBkjNHbu7uyWLeXBwkNbWVgYGBlCpVFL/LEswODhIbW0t69atY/LkyQQGBqJWq1Eqlfj5+V3RFgUuLaS6uro4e/YsW7duZevWrRZPwrgeKpVKit0MDg7S0dFhln51V8NgMEiJOgkJCeTl5UmZjCa3WXx8PMuWLWPChAk4OTlhMBjIz89n06ZNFusQ39/fT2lpKR9//DHu7u6EhoaiUqlwdnZm9OjR+Pr6IgiCVG3FEoWTGxoaOHDgAKNGjSIlJUWKLdra2qJSqWhpaSEvL489e/Zw8OBBzp49S0dHB9XV1Rw9epSAgACCg4MJCwtj3Lhxw7KgM6HVaikuLiY/P5+UlBS8vLxISkri9OnTN4/b8UZK9Y8UP6R9zLcdzs7O4osvvihqtVpRFEUxPT1dXL16tVnH0Gg04vLly8X9+/eLAwMDYm1trfjss8+KCQkJop2dnWhraysGBgaKzzzzjHjo0CGxqalJbG1tFb/44guLtkG53mFjYyMGBQWJ2dnZ4uDgoDgwMCAePnxYfOihh0SZTDZscgiCII4fP14sLy8XdTqdWFVVJX7wwQeiRqMRg4ODRVtb22GR4e233xZLS0vFnp4ecXBwUNTr9UMOrVYr9vT0iO3t7eKePXvEGTNmiI6OjiNy7y4/Fi5cKGZlZYl6vV6sqakRp0yZYtYWP5cf99xzj1hSUiLqdDrxyy+/FJOSkkRXV1fRwcFB9PHxEf/617+KRUVFYk9Pj6jT6cTe3l6xurpaXLVqlejq6jrs383o0aPFd955R2xubhabm5vFLVu2iI8++qgYERFhkfGUSqWYnJwsvvHGG+I777wjbtmyRTx37pzY2NgofvLJJ+KsWbNEd3f3K943duxY8e233xb7+/tFrVYrfvDBB6KPj8+wf19JSUniJ598Iup0OjE7O/s7tZi63mFtH/MfSl9fH9u2baOoqIh3332XlJQU/vu//5u77rqLoqIiLly4wOrVq/H29kYQBFpaWjh27BgPPfTQsGyCvRoKhQJnZ2eCg4ORyWRs27aNdevWsXXr1mGXZWBggJ6eHnQ6Hd7e3tx2220MDg5y8eJFNm7caJFU78sRRZFf//rXrF+/nsWLFzN//nxpT5OJ4uJiNm/ezKFDh8jLy6Orq2vE6905ODjg6+tLSEgIcMnd2NXVZbFknuzsbD7++GN+//vfc+uttxIUFERLSwtarRa1Ws2MGTOka2tqajh69Cjvvfcex44dG5EKFOfPn+exxx7jscceG5bxBgcHOXnyJCdPngQuWc+mFkzXy4DNzs6WtrEsWbKE7du3j4hlJP5fstHllUNuFqwK7f9wcnLimWeekfY7HT9+nM8//9zs4wwODlJUVMS9997LL37xC+6++24iIyMJCwvjlltuwWg0kpeXx6lTpzh48CAHDhwY0Vbwpn1yAwMD9Pb28uWXX5KRkTHscoiiSGFhISdOnMDe3l5Kq66urubDDz8ctu9oYGCAkydPkpuby+uvv35FYFyv1zMwMMDg4KC0KX6kUSqV2NnZDUl2Mm1/sISyLS4u5tNPP8XPz4/bb7+dqKgoAClOBEgVZb7++mvWrFlDQ0PDTfFdjQRarZbBwUEEQfhWBZGRkUF2djZPP/00HR0dw+Zu/E/BqtD+D71eT1VVFdHR0QiCwODgoMViDIODg9TU1PDhhx9SVlbG2LFjcXd3p66ujry8PMrKymhqaqKxsdFsTSB/KAaDga6uLgoKCoiPj5cqXowEer2eM2fOEB0dLVVB1+v19Pb2Dmv2p06nQ6fT3Txxg2+ht7eXkpISMjIymDJlCjk5OXR2dlrsO9Pr9dTW1vLuu+9y5swZaWP15ezYsYOWlhZqa2upr68fcSt2pBG/Y9PewcHBYe2B9p+GVaH9Hz09PXz00Uc8/vjj2NjYWDwBw1RktKuri+LiYlxcXGhoaKCkpISWlpabZrVqMBjo7Ozkiy++oKCgYNibCn6T06dPY29vT1tbG6NHjx4xOf6T0Gq1XLhwgXXr1lFcXMy+ffssPse0Wi15eXlSaSdbW9sh548cOTJiGZ9WboyWlhYOHTpEX18fNTU1I9oj7psI4s3y5PwedHV1WaR1vCAIvP/++6hUKr788ku++uors49h5cZRKpWkpKTwwAMPkJGRwUcffWRdtVqx8h9KZ2en2RreWhWaFStWrFgZMcyp0GTffokVK1asWLFy82NVaFasWLFi5UeBVaFZsWLFipUfBVaFZsWKFStWfhRYFZoVK1asWPlRYFVoVqxYsWLlR4FVoVmxYsWKlR8FVoVmxYoVK1Z+FFhLX1m5Jk5OTvj6+hIUFERVVRUdHR3ExcXh5uZGX18fZ86cobq6ekRltLGxwc3NDXd3d3x8fPD09JTO1dTUUFZWRmNj40+2kkhgYKBUdkqv19PT04OLiwsRERG0t7dTWlo6pOP2Tw0HBwfc3Nzw8fGRuhGY0Gq1lJWVcfbs2ZumFJ2V62NVaFauikqlIiYmhrlz57Jw4UKpluOzzz7LhAkTaG5u5oUXXuDDDz8ckRYSMpkMW1tbAgICSEhIICEhgcmTJ5OUlASAXC5n3759bNq0ifT0dMrKyn6SD6W0tDRGjRqFQqGgp6eH6upqYmJiuPvuuzl37hxr167lyy+/HBZZBEFAqVTi5eVFe3s7fX19QwokKxQKqQOApYsV29jYoNFopK7wU6dOZdmyZchkMqlQcFtbGx9//DG5ubnDWvzayg3wfRuoHT58WFy4cKHUWO6rr74act5oNIq///3vRW9vb1GtVotpaWlicXHxkGtaW1vFu+66S3RwcBCdnJzE1atXi93d3d9ZBks0+IRLDRy/eVhiHHPJZ8mxUlNTxS+++ELs7u4Wm5ubxaefflq84447xPfff18sKCgQBwcHxcbGxhFrPOrh4SHedtttYmtrq6jT6USdTic2NzeLxcXFYnl5udRws66uTnzvvfdEjUYz4vdvJI49e/aIbW1tosFgEHU6ndjX1ycaDAbRYDCI+fn54iuvvDJsstjb24uTJk0SBwYGxMcee0z09/cfcj4qKkq85ZZbxIiICIvOb0EQxOjoaPHFF18Ujx8/LnZ0dEhzSK/XizqdThwcHBQbGhrEP//5z6JcLh/x+3gzHD/0ufNt7zNng8/vHUPr7e1lzJgxvPPOO1c9/6c//Yk333yTf/7zn5w8eRI7OzvmzJkzpLL23XffTUFBAfv27WP79u0cOXKEhx566PuKYhZCQ0O59957Wb9+PefPn6ejo4POzk46OzspKirixRdfHBG5BEFAo9EQEhLCww8/zIYNG6isrJTka2lpYceOHVIzUHPzwAMPkJycTHFxMU888QRvv/02mzdv5sknn2TNmjVmH+/74OXlxeLFi3n77bdxcnJi/fr1PPnkk8ybN09abe/Zs4fe3l48PDwYNWqU1Ofup4IgCPj4+ODo6Cj1bJPJZKhUKgCamprYuXMnn3766bDJpFQqcXNzQ6FQ4OLiglKpHCJvWloab775JqtXr5b63VkCQRBISkpi1apVQ1rbiKJIRUUFZWVllJWVUVlZSVtb23+EZS+TyVCr1chk5k+LUKvVbN++naamJjo7O/n666+ZMGHCt75v3rx5rF27VnqeOjs7m122b/K9XY7z5s1j3rx5Vz0niiJvvPEGv/vd71i8eDEAH3/8MV5eXmzZsoU777yTCxcusHv3bk6fPs348eMBeOutt5g/fz5/+ctf8PX1vYE/5/vxs5/9jFtvvZXY2FhUKhWHDh1CqVRSUVFBbGws48eP5+677+Yf//gHzc3Nw+Jas7e3x8PDg7S0NCZOnEhMTAwuLi64uLjQ29tLc3Mztra2eHh4MGbMGPz8/Ojq6qKvr89sMvj5+REVFUVbWxvp6ens379f6pgtiuKIdc82odFocHV1xd7enq1bt/K///u/1NfXS9+DVqslPT2dxMRERFE0e++vf/7zn1LrGp1Ox6effnrNh15JSQmlpaXU19ebbfxvQ6FQ4OXlxauvvkp4eDj9/f0cPXqUAwcOkJSURExMDGvXruXgwYNUVFQMm1xwaf40NjZy9OhRmpubh5zz9/enrq5OitdaCrlczm9+8xu8vb2Ry+X09vZSXV1Nfn4+77zzjtQHUa/X09raetN1ZTYhk8nw9PQkOjqa1NRU0tLSKCkp4Ve/+pXZ2l+FhITw61//mkmTJuHo6IhMJsPX15e4uDhOnTp1zfctW7aMu+++m8mTJ+Pg4DCkuaslMWsMrby8nIaGBmbNmiW95uTkRHJyMidOnODOO+/kxIkTODs7S8oMYNasWchkMk6ePMltt91mTpGuQC6X4+zszN13382iRYvo6OggPT2dtrY2Dh8+DFxavZ4/f57y8nKUSiUDAwMWXaXZ29vj4uKCt7c3EydOJDg4mLi4OLy8vBAEQeqbdv78eWQyGVFRUdx+++1UVFTQ09Nj1niDIAhER0fj4eHBuXPnOHny5FX7HQ0ODlJRUTEiq1eDwUB7ezv5+fls2rSJCxcuSB4AlUpFaGgoY8eOxdbWlqysLA4dOmS2zr6TJ09mypQpkkLT6/UIgnDN76GhoYHNmzcPW5wKLiU6JCYmkpaWhpOTE5WVleTn57Nt2zYKCgrw9/cnIyOD6urqYetJJpPJcHFxIS4ujurqasrLy6VFmEwmw9HRkXHjxtHQ0EBNTY3Fmuva29uTkpJCeHg4giAwMDBASUkJmzdvJicnh5MnT474gu1qKJVKZDIZCoUCBwcHQkNDiYqKIjQ0lODgYCIiIhg9ejQqlcosTXi9vb2JiIhgypQpzJs3DycnJ0kh2djYXLM6vkwmY9KkSdx5550kJyfj4eFBf38/GzduHJbELLMqtIaGBgCpm7AJLy8v6VxDQ8OQTDS4tKJ0dXWVrvkmWq12yAOpq6vrB8uo0WiIjY3lueeeo6mpifXr13P48GHa29tpbW2V5BH/LzCs1+vp7Oz8weN9G2q1mtDQUOLi4hgzZgyLFy/G0dGR1tZWysrKOHfuHJmZmTQ2NlJYWIiPjw+LFi1i+fLllJSU0NbWZtYfoEwmY8yYMTg4OFBXV0dZWZn0ukqlwtPTE3d3d7RaLQUFBSOi0Hp6eigqKmLr1q3s379fmhv29vYEBASwcOFCFixYgEKh4Pjx40MszBtl7Nix2NnZSf9XKBTMmDHjuu9pbW29qkViKZydnZk0aRJ+fn4IgkBNTQ0lJSVcvHiRixcvDosM38TBwYGwsDCmTZtGcXExHR0d0kJMoVAQFBREYmIiGzdupK2tzSJJIRqNhrCwMO666y4MBgM1NTXU1tZy7NgxPv300xHL2FWr1dja2kpucZPisrGxQaFQIJPJ8PLyQqFQoFar8fDwICUlhSlTpuDn54fRaKS3t5fi4mIuXLhgFm9EWFgYS5YsYf78+QQFBUmvt7W10dTUdFULUCaT4eTkxK233kpaWhouLi50d3eTn5/P3//+92FZPP1HZDm+9tprvPTSSzf8OYIg4Ovry5133om7uzsLFy7k/PnzV6wGPTw8uO2227j//vvp6+tjw4YNFnlwq1QqoqKiuOOOO5g/fz7h4eEYDAYptnHq1KkhSl4QBCZPnsz48eMRBIGAgACcnJzo7Ow02+pHEARppefo6Iibmxu2trZoNBpCQ0NZsWIFs2bNYnBwkNLS0hFRaG1tbRw5coQjR45Ir9nY2JCQkMAdd9zBz372M2xsbKioqKCiosKsiiQrK4vW1la8vb2leIVCobiuOyUhIYElS5bw/vvvm02O6+Hi4sK0adMAMBqNHD58mGPHjg3L2Ndi9OjRzJ07l+TkZJ566qkh81Wj0TB16lTs7e0ZGBiw2Ere9Fu79957aWlp4Y9//CP79u2jqqrKIuN9FwRBIDg4mISEBDw8PBBFEVtbW9zd3XF3d8fV1RUHBwfGjRuHRqNBEASMRqO04C4pKeHChQvk5ORw7NgxCgsL6e3tvSGZZDIZsbGxJCUlERERISnIwcFB9u3bx4EDB8jNzb3iPc7OzqSkpDB+/HhUKhUGg4EzZ87w3HPPkZ2dfUMyfVfMqtC8vb0BaGxsxMfHR3q9sbGRhIQE6ZqmpqYh79Pr9bS1tUnv/ybPPfcczzzzjPT/rq4u/P39v7d8/v7+zJo1i9WrV/PVV19RXl5+VdfGsmXLSEtLw8/P74Ynx7VQKBRkZGRIq5+ioiKefPJJvv76a1pbW9Hr9Vcoi6ioKMn6kMlkBAYGYmdnZ9ZAsNFoZPPmzaSlpXH33Xdzyy23UFBQgLu7O5GRkdLDu6qqiqysrJsiYC6TyUhISGDVqlWsXr0ao9HI3/72N959913q6urMuto/duwYSUlJzJgxg6lTp6JUKvnNb35jts83B46OjowdOxZAcu8Nl3V4NdRqNTNnzmTGjBlkZmbyySefDLknSqWSyMhIdDodR48etZgVaVICBoOBrKws9u7dO6L7KAVBwM/Pj1WrVvHII4/g4OBAb28vPT09CIKAjY0NNjY29PT00NvbS0NDA6WlpeTn51NUVER5eTnZ2dn09PRISs4cpKam8vjjjzN69Gg6OzvJyckBLiXzmWLB3xwrNTWVe+65hwcffFBa3O3YsYNPP/2UkydPmkWu74JZFVpwcDDe3t4cOHBAUmBdXV2cPHmSRx55BICJEyfS0dFBVlYW48aNA+DgwYMYjUaSk5Ov+rkqlUrKzroRTJso5XI5CQkJzJkzB7h0c4xGI8uXLyc+Pl5KOGhqauLLL78060M7ODiY1NRUZsyYQXR0NJs3byYjI4OcnByKioro7e29qstApVKRlJREeHg4tra2aLVaNm3aRHV1tdniQ3BJoWVkZJCVlYVcLsfFxYWUlBRkMhnd3d309vai0Wjw9vbmr3/9q+TOMqcM3wWZTIZGo2HMmDGsXr2apKQkRo0ahUwmw2AwcPLkSdrb2y3iujIajRw/fpyzZ88iCAIffPDBkPM+Pj5DrMfhJDU1laVLl0ruq+eff57Tp08TEBDAggULEEVReiBaarH2TaKjoxk9ejSurq7k5OQMuSemOTZ9+nQuXrxIaWmpRRJC5HI5dnZ2Q2I/I70Yc3R05JVXXiEtLY3+/n4++eQTNm3aRG1trZTlrNFoJCViNBrR6XQMDg4yODiIXq83e3xfEAQ+/PBDAgICEASBoqIi7rnnHuCSYXK1sZYuXcqdd97JLbfcMmRxfeDAAbZv32422b4L31uh9fT0DFlBlZeXk5OTg6urKwEBATz11FNSdlVwcDC///3v8fX1ZcmSJcClyT137lwefPBB/vnPf6LT6Xj88ce58847LZ7h2NHRQVNTEzKZDB8fHx555JEhGykjIiLw9PREEATa2trIzs42e4q6m5sbCQkJUkbS4cOHyczMpLKy8ooHjGnzcHh4OHPmzCEtLY3o6Gg6Ojo4efIku3btore31+w/zO7ubinzdObMmcTFxVFYWMjatWtpampizJgxLFq0iKCgIPz9/amoqBhWhebo6EhkZCS33HILqampxMbG4uHhIS16BEEgLCxMSvKxBP39/ZJ1b4q9mhiuRIurYWdnNySAf+uttzJlyhQcHR0JCAhAFEVqa2t57733OHv2LG1tbRaXKSEhAW9vb2pqati0adOQc+7u7lK27o4dO+jq6rJIVqFarcbLy2tIPOha+Pn54eXlhbOzM6Iocu7cOdrb282WKSsIAmq1mkcffZTU1FTkcjlnz57l888/59y5c5KFZtpobs4M5u8im6+vL0qlkpaWFi5evPitlWRiYmKIiIjAyclJCpns37+fPXv2mC3b8rvyvRXamTNnhgTBTa7A++67j7Vr1/Lss8/S29vLQw89REdHB5MnT2b37t2o1WrpPZ9++imPP/44aWlpyGQyli1bxptvvmmGP+f6tLe3c+7cOb766it8fX2lVazBYJAmkImOjg5KSko4c+aM2cZXqVSMGjWK+Ph4fH192bx5M1lZWVRVVdHb24sgCLi4uKBQKHB0dMTFxQVfX19SUlJYsGABwcHB0qpp69at5OXlWSTeIIoihw4dwsXFBT8/P5ycnDh69ChbtmyhoaGB4uJiFAoFP/vZzwgPD+fMmTPDNnE1Gg0RERGkpaVx1113ERkZiVarpbS0VEoKMcUBL59zPwXkcjnu7u5DFoa33HILRqMRpVKJra0toiii1WqlxIyOjg6LpqWbsgpdXFwoLCwkIyNDOqdUKgkLC2P69OkolUqOHTtmsXl0ubsRkDKtAwIChlwnCAKRkZGSt8loNNLa2kpPT4/ZFJpSqSQpKYk77rgDPz8/ampquHjxIlVVVYiiiEKhGGKNDQdqtRpXV1fCw8MlK6usrOxbY1+pqakkJiZK4SKj0cjevXtZt26dRZPprsX3VmjTp0+/rkUgCAIvv/wyL7/88jWvcXV15bPPPvu+Q98wfX19HDt2jJMnTw7ZS9fX14dcLueVV17B2dkZuVxOR0eH2fcOeXh4SMFWURQ5cOAAbW1tqNVq1Go1CoWCcePGYWdnR1RUlOSqiYmJkT6jtLSUY8eO8eWXX9Le3m5W+b5JV1cXFy9eRKvVcvr0ack1e/r0adrb20lLSyMlJYUDBw7Q1dU1LFaav78/s2fPZv78+YSFhdHb20tlZSUffvghkZGR3H333ajVagICAoYsUIYLmUw2ZMPwcKJUKomOjpbiZ4C0B8j0gJTL5ahUKmbPni3VurTkPPLx8SE1NRWVSkVdXZ3kTjTtlZswYQLz5s2jqamJ7du3W2z/WV9fH+Xl5RQUFDBnzhzCw8N55plnrpizMpkMb29vPD09cXZ2xmAwcPToUerq6hgcHDSL8rezs+POO+8kPDxcssCMRiNxcXF0dnbS3NyMVqtFp9Oh1Wol96K5xr8abm5uTJ48mV/+8pfY2NjQ19fHqVOn2LNnzzXfo1Qqeemll0hKSsLJyQm9Xk9LSwtnz54d9hCEif+ILEdzo9fr+frrr4e85u/vj4+Pj7Sn6NChQ2Z3N44ePZro6GgcHByAS1VVDAaDtECQyWSEhISgVqsll9HliwdRFNmwYQN//etfh2X1c/z4cerq6khLS+P3v/89LS0tkuIy7d9ZsWIFVVVVrF+/XgoeW5JZs2Zx2223ERMTQ3V1NZ9//jmffPIJNTU1jBs3DhsbG+69916Ly3Et3N3dpdjwSGCyRC7//+DgIO3t7TQ3N+Pj44ObmxtJSUlotVpEUeS9996zmDx9fX309/dfsTcqLi6OmTNnMnfuXDQaDW+88Qa1tbUWrZkoCAKCICCTyXB3d2fSpElXLM4vD0HAJcW7du1aVq1axcGDB2lsbLxhOXp7e9m4cSPJycmoVCqUSiWzZ8/mlltuIfD/Y++8w6O4rr//ne272iKtVr33hnpBlSIkejcd2xjHxsHG9WcncRy3JG5xYifEscGxg8FgMGB6BwECIaq6UO9tVVdd2n7fP8jOiwzGYG8hZj/PM88D0kj3aHZmzr3nnvM9Xl7o7e2FSqXCyMgIOjs7kZ2djfLycuTm5qKjo8Mk18jR0RHJyclITk4GAHzzzTfYtWsXrl+/ftvzuVwukpKSkJSURJex1NTUYM2aNRbNqH0gHdr38fT0xPTp0+m6nfPnz+Pq1atGzwzLzs6GXq+HXq/HsmXLEBgYeMs5DAYD27dvR39/P9hsNlxcXDBr1iwAQFVVFerr639WHd694Ovri/nz52PdunU4efIkLly4QDvS9vZ2vPTSS5g1axYmTJiAK1eumMWhbd68GadOnYKNjQ2GhobQ1NREz1yLi4uxb98+izq023Hx4kVs3rzZ5OOMjo7i3Llz8PDwwGOPPQYAyM/Px549e3DmzBm0trZi3bp1eP7558HhcOiQsilpa2tDQUEBMjIy8PTTT2P16tUAboRHDXVWcrkcly9fNnmSRmtrK44cOYLu7m4EBgZi/vz5t8gxGbIFR0dH0dXVheLiYsycOROrV6/G4OCgUZIcVCoVzp8/j0mTJo35OkVR8PLyApfLBUVRkMlkCAkJQX9/P373u9+ByWRi165d2LBhg9H3PsPDw8fIDxYVFd0xA1QkEuE3v/nNmGS9oaEhXLx40ah23StWhwYgOjoaL774IiiKQnd3Nz777DOcPn3a6A+YSqXCtWvX0NbWhi1btmDmzJng8XhQqVRobW2l49VyuRw6nQ6xsbFYvnw5gBsSS//6179w5swZs2RnsVgsxMXFITU1FSqVCrt27cLIyAg9tk6nQ3d3N/Ly8uDt7Y3IyEgUFBSgvr7epHYNDw+joaEBTCYTOp2ODm0wmUzExMRgyZIlIISgqqrKIi1jbG1taRUR4MastaWlxWy25OfnQ61W03uyx44dQ3l5OTo6OqBSqfDVV1/hmWeeAYfDoVcrpoQQgg0bNqCiogLR0dGQSqUAbmxdcLlcNDQ04NixY8jPzze5xJRCoUBhYSHq6uoglUpx4sSJH9xn1Wq1GBkZQXd3N9zc3ODv748JEyagtbUVBQUFP9sWrVaLwcHBW75eXV0NBoNBdyYoLS2FTqeDWq3GunXrEBsbi8TERBw5cuRn23Azhs/BkLyn0+kQERGBwMDAW8KO3t7emDNnDsaPHz9m5W0QorAkD7xDc3FxQUhICIKDg0EIwb59+3DlypVbauWMhWEjvry8HIODg+BwONBoNOju7kZ1dTUAgM/nQyKRQCgUwtfXF2q1Gnl5ebh48aLZelelpKRg4sSJcHd3x/Xr15GXl3fbm5WiKAiFQojFYrrvlikxJDV8HzabjYCAACQmJqK/vx8XLlwwa3aYAQ6HA4lEQv+/rq7uBxVwTEFvby+Ki4uh1+tBURRKS0sxODhIh6nq6+vNnq5+/fp1jI6O4vr167C1tYWTkxOSkpIwMDCAixcvYs+ePSbVbgRu3B82NjbgcDhobm5Ge3s7mpqaftChGxJItFoturq64OvrCzc3t1tUjozNzRmyw8PD9P7m6dOnsXTpUri4uCAmJsboDm1wcHBMgfmUKVPo533cuHFjznV2dkZCQgI9OTEgFAoxfvx4s9adfZ8H3qHFxcUhOjoaer0eIyMj+OKLL8zyAiKE4NKlS7f9npubG8LDw5GSkgIfHx/U1dVh586daG1tNZvO3Pz585Gamgq9Xk9vit+MQX/Pw8MDhBC6+NMS2NjYwNPTE0FBQXB0dER+fj7Onz9vEYfGYrFo9XbgRsjNHKnxN2Nw6PcLarUaFRUVqKioAJvNxpQpU6DX61FTU4Ps7GycPn3a5Dbw+Xz4+/vDyckJp0+fxujo6I8mwxiknFgsFr1KstQKpLOzkxaU+H5mpil46KGH6H8vXbr0jucqFAqo1WqoVCokJSXhypUrFqvxe6AdGkVRePjhh7FkyRIolUrk5eWhuLjYonVEDAYD06dPx5o1axAcHAy5XI6//vWv+Prrr83WZJCiKMTExMDFxQWFhYW3LRLm8XiIjIyEo6Mj5HI5amtr0djYaHQ7DOGXm1Ouv39OfHw8nnrqKYwfPx6tra348MMP6RRoc2Nvb4/IyEizj/t97iSYbEk4HA7mzp0LHo+HoqIilJeXm2VckUiEjIwMZGRkoKurCwUFBbdV47kZGxsbTJo0CSEhIWhra8O1a9dQWlpqFnu/j6OjI+zs7KDX600yQdLr9dBqtVCpVGAwGGAymWMSZAwJNbfjwIEDqK+vR39/v8XVg0wbQL/PuTmm39XVhVWrVlks3RS44SReeuklrFu3Dh4eHjh16hSeffZZ7Nmzx6zOLDY2Fo6OjuByuejv70dJSckt59nb2+PFF18Ek8nE8ePHUVlZaVQ7RCIRMjMz8eqrr2Ljxo146623bnmgmEwmAgMD8corr2DKlClobW3FP//5Txw9etRiD5WDg8MPKt6YCxsbG4SEhFjUhtthEOJ+5JFHoNPpkJOTY5T9qLtBqVRidHQUXl5etA5oYmIihELhbc83CAGr1Wq0trYiICAAkydPvqs+YKZAJpNBIpHQYVNjU1RUhFdeeQVCoRBTp06ln+eBgQHk5ub+6M/n5uZi/fr1Fo8MPNArtDfffBNRUVGorq7G/v370draarEXob29PdLS0vDoo4/C3d0dWVlZ2LVrF06fPm320JlAIKA1Gw0htJs3sMPCwrBw4UIkJiZCrVbj1KlTRtPfY7FYdFPT9PR0iMViVFZW4vPPPwchBFwuF2FhYYiLi0NiYiJiYmLg4+ODkydP4rvvvrOoMzNws+OtqKhAS0uLWcb19PTEnDlzEB0djaqqKpSVldHfYzAYkEqleOKJJ2hBgYGBAZPtFd8Owz3O4/Fw+PDhH9RSNQU6nQ7Dw8Po7++Ht7c3wsPD8dvf/haFhYW4dOkSjh07Rp8bHR2N6OhoxMXFYfr06ZDJZNi6dSuys7Ppfe6fikgkgo+PD1JSUqDRaFBfX3/HUL2hE8GcOXPg6+uLrKwsk2XMGjKwr1y5gq+++opOvJo9e/Yt5w4ODmLLli0AgK+++grl5eUWf+6AB9ShGdJjw8LCIJFIUFhYiKNHj1osPs5iseDu7o4ZM2bA29sbWq0Wp0+fxvnz580uHUMIQU1NDfr7+6HRaODl5YXVq1fj22+/RVdXF8LDwzFt2jTMmzcPAoEAe/bswfXr141SF+fi4oLExETMnDkTaWlpEAgEaGpqQnl5OUQiEf7v//4PfD4fgYGB8Pf3pyV6srOzsXPnTly8eNHkyQX3Sk1NjVmae2ZmZmLSpElITU2Fm5sb3fjVgEEz8aGHHqIz0+rr65GXl2dy24D/37plzpw5UCqV2LlzJxobG832ElQqlWhpaUFFRQVCQkLA4/EQHx8PLy8vhIeHIz4+HsCNd4O3tze8vLzg6ekJNzc37Ny5Ezt37kRNTc3Pvr9cXFwwffp0LFy4kO7rd6d9cYOKvZ+fH5qampCfn2/y7gAjIyM4dOgQXcJQXV2Nb7/9FpMnT0ZiYiLc3NwwMjJCO1Zz6oL+GA+kQ2Oz2Zg1axbs7e1pbTtzhT6+D4/HQ1BQENLT08dkfuXk5Bh9T+puaWtrQ0NDA9zc3ODs7Ixly5ZBrVajra0NiYmJSE1NRUBAAAoKCvDtt9+itbX1Z6elM5lM+Pr6YsmSJZg5cyZsbGzQ1dUFtVoNgUCAqVOnYs6cOeBwOHRrCoVCgZKSEhw5cgTZ2dlGKXo1Njwej14RmQqKopCWlob58+fDy8sLLBYLfD4f9vb29DkGXVBDKFKhUKCmpgZVVVUmtc2AUCiEt7c34uLi0N7ejpycnNs2jjUVarUadXV1OHfuHPz9/WFvbw+JRAJ/f3/4+vrSoUSDzqJBuae/vx/79u3DtWvXjFb/adgHM0jbGdoz3S6UaDi3ra0Nx44dw+XLl83iPG5e3RvCjywWC/7+/pDJZOjo6MDVq1dNbse98kA6ND6fj9/97ncQiURobW1FU1OTyWWkbochvParX/0KCxYsAI/Hw6FDh/Cb3/zmFsFbc2PoLB4aGgp/f3+8++670Ov1tJp9fX093nnnHRw5csQoK1sulwt/f39Mnz6d3tcwNBNNSkqiN/BVKhXKy8tRXFyM/Px8HDhwAD09PfdFuON2ZGRkoL29HVlZWSYbg6IoiMVi2NjY0Jv3Li4uY1o4Af+/5EGr1eLKlSsoLy83qwannZ0dbGxscOXKFaNqI94Ner0eVVVV6O7uhkqlgp+fH+Li4hAQEAAnJydai9CQTKNWq6FQKFBWVoaysjKjJYpVVVXho48+wmeffYa4uDg4OzvD3d0dHh4ekMlkt5yvVqtx8eJFtLW14cqVK+ju7rbYvT46OgqtVouenh6LLQB+FPI/SH9/PwHwkw4ul0tCQ0OJXq8nhBCydu1aIpVKf/Lv+6kHRVEkNjaWnDlzhigUClJWVkaee+45IhKJCEVRZrfndoeTkxOZPn06+fzzz0lbWxvRaDSkvr6efPXVV2Tu3LmEx+MZbSwOh0MWLFhASktLiU6no4+WlhZy6tQp8u6775LXX3+deHt7Ez6fT5hMpsWvz+2OZcuWjblXN23aRKZMmWLycSUSCVm9ejX5/PPPybVr14herx9z6HQ6Mjg4SPbs2UN++9vfEi8vL7NeQ29vb/LCCy8QtVpNGhoaSEREBOHz+Rb9rHx9fcmMGTPIxx9/TDQaDdFoNESr1RKNRkOOHTtGlixZQoKDgy1+T91Px+bNm8mpU6dIYmKi0X5nf3+/0XzDA+fQEhISSGlpKdHr9UQul5O5c+daxIEwmUyyZ88e0tPTQ+RyOdmyZQuRyWT3jTMDbjhdNptNhEIhkUqlRCaTEalUSkQiEeFwOEYfj8PhEDs7OyKTyehDKpUSiURCBAIBEQgEhMFgWPy63OmwlEOjKIpwuVwiFAqJra3tmGtoOOzt7YlYLCZ8Pt/s15HJZJLo6GiydetWolarybZt20h0dLRFPysGg0HYbDaxsbG55VqJxWLC5XLv24mTpY6YmBgSHx9PWCyW0X6nMR3aAxdyNLRm6e7uxltvvYWCggKLLOENbSr4fD46OzvR1dUFFot1X4XOCCHQaDRmK+Y2NC78JXHq1CmzaFyS/4YTLVl2cid0Oh2qq6vxl7/8Bdu3b0dHRwfq6uosapMhq0+j0dw3SQ33O5GRkfD19YWrqyv2799vaXNu4YFzaO3t7XS66ZEjR8wqS3Qzer0ee/bsgVgsRkdHB0pLS+/bl5GVu0ehUKCoqIgurm5pabH4fuj9wtDQEIqLi1FcXGxpU6z8RAzdtG+nQ3k/QJH7aUlwlwwMDIzRy7Ni5X4hICAACxcuxKpVqwDcaHx7P2aDWbFyv9Df3w+xWGyU32V1aFasWLFixWIY06E90NJXVqxYsWLll4PVoVmxYsWKlV8EVodmxYoVK1Z+EVgdmhUrVqxY+UXwwKXtW7FixYoV40FRFDgcDjgcDnQ6nUUa6xqwrtCsWLFixcpPxsHBAc8//zxycnLwzTff/GAjUHNgXaFZsWLFipWfxLp167Bo0SKEhISAyWSisbHRot3SH0iHxmQyERMTg6eeegpisRhqtRq9vb0oLS1Fb28vsrOz0dXVBb1ebxZ7goODkZqaiszMTAA3lvBVVVU4e/YsTp06ZRYbrFixYuXHYLFY8PT0RHJyMpKSkpCSkgIvLy/Y2Nigo6MDxcXFFpXveyAdGkVRcHJyQnBwMPz9/cHj8TAyMoLw8HD09fVBKpXi0qVLqKqqMks8OCwsDHPnzsWsWbNo+wwtK/Lz86FQKExuw/8CFEXB3d0dMpmMPng8Hi5duoTGxkazfFbh4eGws7MDIQSDg4OQy+VmnfzcK46OjnRbGQCIiIhAc3MzFAoFNBoN3SfNyckJWq0W9fX16OrqMmqzW0OTSqFQCAaDAQcHB3pGD9yQgRscHMTp06cxODho1rYyP4StrS2cnJzAYrHg4eGB9vZ2CIVCiEQiWpeyqanpvrDVXEilUoSFhSExMRHp6emIjY2FVCoFRVHo6+tDRUUFzpw5Y3Vo5oYQQjfui4+Ph6enJ4RCIfz8/MDhcBAcHIx9+/Zhx44dKCoqMvkH5OXlhaCgoDH2ubq6IigoCD4+PveNQxMKhXRF/8jIiNlePhRFgc1mw9XVFRkZGYiIiMC4ceMQEREBqVSKN954A19//TXdEJWiKNja2mJgYMDo9hnGpygKcrkceXl5KCoqQnd3N4aHh6HRaO4bgWkul4vk5GR4eHiAwWCAwWDgySefxJkzZ1BcXIze3l4wGAw4OTlh3LhxGBkZwd69ezEwMGAUh8ZisWBnZwcej4fQ0FB4e3uDxWIhKioKK1asAJ/PBwBoNBo0Nzdj5cqVKCkpsVhSAZfLhVgsBpfLRUhICBISEiAQCDBp0iRcvXoVrq6u8PT0hEqlwu7du7F79250d3ebRbzb0POOx+OBwWBgdHTU7N3ZAwMD8dhjjyEjIwMeHh4gN7q1gBCCrq4uFBcX48yZM2a16fs8kA5Np9Ph/PnzOH/+PP01Pp+P9PR0BAUFYc2aNfjVr36F4OBgPPzwwyZvglhXV4fS0lL4+fnRM2mJRAIHBwdIpVKTjn0vzJ07F0899RQIITh69Cg2b95sFnFnHo+HkJAQfPbZZxg3bhx4PB7tNAgheOyxx3D69Gk6fm9jY4MXX3wRn376KTo6OozqYOrr6yGTyeDu7o6EhAQ8+eSTGBoawpdffolDhw6hoqICo6OjRhvvp8JkMhEZGYlPPvkEjo6OYDBu5H8RQhAQEIDKykqUlZWhvb0djo6O9LMwMjJCr5x+Dmw2G25ubvjDH/4AgUCAmJgY+Pv7jzlHr9eDoigwmUx4enpi6tSpaGpqMptDuzl5gc1mIzY2FqtXr0ZcXBzc3d0hFovpazF+/Hj6XEII4uPj4eLigi1btqCiosLkdgqFQqxatQqpqamQSCTIzs7G+++/b9bIQFxcHKKjo+Hu7k4/UwMDA6AoCg4ODoiOjoa9vT26urrMZtMtGK0RjRn5Of3Q7nQwGAzC5/PJgQMHSG9vL7l48aJZmn/y+XySnJxMvvvuO6LVaunmlu3t7WT37t0W74HEYrFITEwMkcvlRK1WE7lcTr777jtia2tLABA7OzuTNmuMi4sjIyMjdANGQ7PKpqYmotPpSEdHB5kwYQIBQDw8PMjmzZvJ6OgomT59OpFIJEa1hclkEjabTTgcDhEKhcTf359s3LiRtLW1kaamJnL8+HHywgsvWLxvG5/PJ9u3bydnzpwh77//Pnn55ZfJ22+/TV544QUSGRlJHBwciEAgoP8WFotFWCyWUewWi8Vk0qRJpKioiCiVSqJSqYhGoyF9fX2ksLCQZGdnk9bWVjIyMkJ0Oh0ZHh4mV65cIVKp1OTXjcViEWdnZ/Liiy+SAwcOkKysLJKVlUXOnj1LmpubycjICFGr1WMafn7/MHyvrq6OTJs2zWS2cjgc4uPjQzZt2kTq6+vJ4OAgUalURK1Wk/7+fqP2JLubY/PmzaSlpYWoVCrS3t5OPv30U+Lm5kZiYmLIZ599Rmpqasgjjzxyzz0drf3QTIRer8eUKVPg5eWFkZER1NfXG3Uv4YdQKpXo6+u7ZWYjFovh4eFh8vHvBIfDgYuLC1avXg2RSASNRoPi4mJ89913GBkZwVtvvQUvLy8cPnwYJ06cwMDAgNHGZrFYSExMxNKlS8HhcNDY2Ij169ejvr4eAoEAcXFxePHFF1FVVQWdTofMzEwsX74cmZmZ4HA4YDAYRk8h1ul0dBhTo9GgqakJ7733Hvbv34+YmBjExsbi8ccfh1arxeeff26R/m5eXl70bP4vf/kLsrOz0dnZCSaTCa1Wi/7+fmg0GpOEi2fMmIGkpCR6RcZisXDs2DG0tLSgqakJ165dA5/PxxtvvAGhUAgul4uhoSHs378fg4ODJl9x6PV6KJVK+Pv7IyoqaowoLo/HA5PJBEVR0Ol0UCqVGBoaou37fuh/cHAQ1dXVJrHT0dEREydOxNq1azFu3DiIxWKwWCz6fmaz2SYZ904UFxfD3d0dhYWF2LlzJ7Kzs9HR0YGhoSG0traCwWAgISEBW7duNbttBqwODTfCMyKRCBEREVi+fDnkcjnOnDmDM2fOQKlUmnx8GxsbuLq6Ijg4+Ba7uFyuycf/IbhcLgICAjB//nykp6eDwWDg3LlzOHjwIPLy8uDv7485c+bAwcEBDAYDKpUKBw8eNNr4YrEYsbGxmDRpEvr7+/HZZ5/h8OHD6OzshKenJ8aNGwcAUKlUmDlzJtzd3TFx4kTIZDIMDw9jdHTUpHt8hBCo1Wo0NDRAoVCgpaUFLS0tSE9Px6xZs9DY2IicnBz09vaazIbv4+TkhPj4eMycORNFRUXIyclBbW2t2RpYpqSkYPr06XB0dERzczOOHDmC3NxcdHZ2gsViwdfXF6GhoZDJZKAoCnV1dTh//jyOHTtmlsmjXq/H6OgoGhoawGazIRQKbzknLy8PjY2N6OjoQGVlJVQqFQoKCm7ZetBqtejo6DC6jTKZDDNmzMDcuXMRHx8PHo+Hc+fOgcFgwMPDA3Z2djhx4oTZE5FOnz6N5uZmKJVK5OXlobW1FcCNxryEEPB4PNjZ2ZnVpu/zQDs0Ozs7SCQSSKVSeHh4YPr06fDx8cH+/ftx8uRJFBcXm+UhEwqF8PT0RFRUlMnHultYLBb8/PyQkZGBRx55BL6+vigtLcWePXtw6tQp9Pb2YsWKFQgODgaXy0VYWBjKysqM6tAMTisgIAByuRzbtm1DZ2cnvUricrmgKApSqRSLFi2Cvb09RCIR3WSzu7vbbCukgYEBFBcXo7W1FXK5HM899xyWL1+O9vZ2lJSUmGViBADjxo3D9OnT4e/vj40bN6KystKsSRYBAQHw9vZGX18fjhw5go8++gi9vb3g8/mIjo7G3LlzkZycDIlEgqamJmRnZ+Pbb79FYWGh2ZJp1Go1cnNzsXbtWvprer0e3d3dqK2txf79+3H9+nW0traavRkpj8dDTEwMPYnkcDiorq5GeXk5BAIBVCoVCCHYtGmT2ZOPCgoKUFBQcMvXxWIxRCIRWCyWyfMNfoxftEMzZMcZWq0DoDfHORwO0tPTkZqaiqioKAQFBUEoFOKJJ57AqVOnzJpZyGKxwOPxIBKJfvDvMOfNS1EUnJ2d8cgjj2Dx4sXw8PDA6Ogo/vSnP+HcuXPo7u6Gj48PVq5cSYc+ampqjP7wJyYmIjAwEBRFgcFgQCAQgMvlQqPRQKPRoLu7GwAQFRUFQgh0Oh26u7tx4sQJvPvuu6ivrzdLBtrN9PT04NSpU6ipqcHly5eRn5+P/v5+VFVVmXxsNpuNGTNm4NFHH0V7ezvOnz8PBoMBLpcLvV4PrVZr8vtIpVKhsbERFy9exB//+Ef09fXBzs4OEyZMwIwZMxAWFgZbW1tQFIWjR49ix44duHDhglnvbwaDgYKCAqhUKvrZUiqVOHToEF588UWzrWa/D0VR8PHxwZo1a5CQkAA+n4/u7m6sX78e69atg4eHB44ePYqPP/4Yly9ftoiNtyMwMBBubm4YGRmxeDfyX6xDY7FYcHZ2xuOPP47W1lbk5+dDIBDA2dkZ9vb2eOGFF+Dr6wsWiwWdToe+vj7s2bMH+/fvh0qlsrT5AG7c4FwuF0FBQaisrDTbQ+/t7Y1jx47Bz88P/f39yM3NxVtvvYXc3Fy6donH40EsFtPp4Fqt1ujXTa1WQ6vVgsViwc3NDceOHUN2djby8vIgkUiwcuVKADdCf8PDwzhx4gS++uorZGVlWTTTUKfToba2FkeOHMG8efMwOjpqcofGZDLxyiuv0KFhR0dH5Obmora2FlVVVbh48SJOnDiBuro6k9rx1ltvgclkQqFQoK+vD0KhEG+88QZmzJhBZzka9oH8/f0RGhqK6upqs9XyiUQiTJw4Ef/4xz/g5uYGQgj6+vqQl5eH559/3qL3DYfDwRtvvIHMzEwIBALk5OTgk08+wauvvorAwEAwmUz09/ejubnZYjbeDrFYDIFAAA6HA09PT4va8ot1aAwGA1KpFMuWLQOLxaJnqmw2GwwGAxKJhN4AJoRAoVDgo48+ssgm/g/BYDAgk8nw+OOP4/e//73Jw59MJhMymQyff/45XFxcoFAokJeXh6+++gqXLl2iVzvOzs6Ii4uDn58fAGB4eBi1tbVG3yA/deoUXFxc4OXlBR8fH3h4eGDx4sWYO3cuGAwGbGxsQAjB0NAQXnnlFZw8eRLt7e1mC+/9GB9++CHee+89+Pn5ITQ0FGVlZUYfg8ViwcXFBS+99BLmzZsHsViMjo4ODA8Po6WlBVqtFhEREUhKSsIzzzyDyspK/Pvf/8alS5fQ399vdHuampoA3HBa9vb2ePfddzFz5kw4ODjckqCTmpqKmJgY/PrXv8bnn3+O3NxcVFdXm9Sp2NjYIDExES4uLmCxbrz+enp6kJubCx6PB6VSaZE6QolEgvT0dMyYMQMCgQBHjx5FdXU1li5dirCwMHrSaKpknp/DQw89hLi4OMjlchw6dMhaWG0KtFotWlpa8Oabb9JSV3Z2dmAymfQM1s/PDywWCwKBAPb29nj00UdRWlqKkpIStLa2ore316KrNUONjrHak98JLpcLb29vPPnkk4iOjgaXy8Xp06exZ88enD9/fsx1MCSrGMKNOp0OPB6P3ug3vNR+Lh0dHdi/fz96e3vxxBNPIDQ0FDY2Nrds5HM4HMybNw/BwcHo6OhAV1cXvv32W4yMjFj04aqtrUVzczNGR0fB4XCM/vs5HA48PDzwwgsvYNq0aejp6cGBAwdw7do1DAwM0KEze3t7+Pr6IioqCrGxsXjxxRexceNGXLp0CXK53Kg2GSZdDAYDer0ePB4PAoGAzrDU6/V02J/L5YLH48HGxgaPP/44dDodOjs7oVKpTLZaGx0dRX5+/phaOwcHB8yYMQMsFgunTp1CUVGRWYuWDRGI5cuXQygUorm5md6XDgsLo++d7u5udHR0mGQi8lNZsGABIiIiwGKx0NDQYJJJ273wi3Voer0eCoUC3333HQCgqqqKLpQ0ODR/f3+w2WzY29vD09MTAQEB4PF48Pf3R2NjI65fv45Lly7dt7JGxoLD4SAwMBAZGRlYuHAh+Hw+Lly4gKNHjyInJwdtbW1jzudyuWOcCovFQnh4OBQKBcrKyozm0FQqFcrKytDX1wcbGxtMnjwZaWlpEAgEY85jsViYMGECoqKioFAo0NHRAYVCgezsbPT391vs8xsZGUF/f7/JVhxsNhsymQwpKSkYGBjA4cOHcfz4cRQWFo4Zk8fjwc3NDTU1NRgeHsaUKVOQmZmJwcFBKBQKk0zaCCFQqVSor6+nC947Ozshl8vh4OAAQgjc3Nzg4OAAsViM6OhoTJs2DXq9HufPnzdZiJaiqFvuH7FYjKioKFrMoKury6wOTSwWw9/fH8nJyQBuXDtPT0/6OVOr1WCz2aioqEBtba3FIxAURYHP5yMoKAhLliyBs7MzmpubcenSJYurGv1iHZoBw8ssPz//B8+xtbWFv78/0tLSIBKJsGLFCjAYDJw9exYVFRUW/5BMCYPBgLu7O2bNmoXHHnsMHh4eaGlpwfr162mxZsNs26DF5+bmRu+HGNJ1DfV7X331lVEzHfV6PVpaWvC3v/0NFRUViIiIAJPJxMjICIaGhsBkMsHj8egVokGj0xB6KykpsXjmlakw1EvV1tbi7Nmz+Pbbb+lEmZtRKpWora1FXV0dTp48iS+//BLJycno6upCTU0NGhoajG4bIQSjo6PIzc0Fm81GV1cX8vLykJubSyfxTJw4EbGxsQgNDUV4eDjmz5+P8ePH48MPP0RjY6NJHK1EIsH06dNBURS93aDT6aBWq+Ht7Q1/f3/k5uaiu7sbIyMjGBkZMfmEyMHBAYGBgXBxcQFwo45Qo9Ggp6cHFRUV8Pf3h62tLXJzc3H9+nWT2nI32NjYwN/fH7/+9a8xc+ZM9Pf30+U8FsdoJdpmxFRKIYbjD3/4AykoKCDV1dXkySefNHkFvpubG3n66afHqBEY1EIUCgXZsGGDyVQBZDIZ+eKLL0hTUxPRarVEqVSSDz74gPz2t78lL7/8Mlm6dCmxt7cnAMgzzzxD/vjHP5KjR4+S0dHRMfa2tLSQjRs3EjabbRI7ORwO2bdvHxkcHCRnz54lTz31FGEwGMTJyYk88cQTZOfOnaSqqoqoVCqi0+mIXq8n//73v0lSUpLJP787He+//z75wx/+QKKioixqx81HYmIiycnJIZcuXSJvvPGGRW2RyWRk7ty5pKuri2i1WjI4OEi2bNlCMjMzTTbe888/T9RqNdHr9USn05HGxkayY8cOUl5eTlQqFdHr9eTSpUvkueeeI87Ozia/BoGBgeTll18mOp2Ofp5KS0vJ+vXrybx584hKpSJarZasWbOGuLi4WPTzYjAYZMqUKeTcuXP09Vu/fj1JTk7+yb/TqhRiYrZv3w4nJyesXr0ar7zyCo4ePQq5XG6yzdienh4cPnwY3d3d+PTTTyGRSOgNdMPynsvlQqfTGX1PyN7eHn5+fnB0dARwI3z3/PPPQ6/X08KjhnRvQ5E3k8kcswdx8eJF7Ny5E8eOHTNZmjxFUfD19QUhBMeOHcOBAweg1+vR2dmJzZs3Y9u2bZBKpYiKisLrr7+O+Ph42n5LYUg+ut828a9evYp///vfWLp0KaZPn44DBw6gsLDQIrb09PTg9OnTWLFiBQ4cOAA+nw8PDw94e3ubZLy+vj7s3r0bycnJKC4uxtWrV1FZWYn+/n64ubnhN7/5DTIyMhAdHQ2ZTIbBwUFs3rzZpKu0mpoa7NixAwwGA35+fsjKykJeXh6cnJzw7LPPgs1m4/LlyygsLDSZdiqLxYJMJsOsWbPg6OiI+vp61NbWoqGhgVYwEolEmDt3LhYtWoTExEQQQvDtt9/iyy+/tPjemQGrQ7sNLS0tKC0tRU1NDby9veHu7o6uri6TvZhUKhXkcjkuX758i0MQCASYMmUKwsPDUVxcbPQi2ebmZvzrX/9CfX09Jk6cCE9PT7S1tcHFxeWWRIaBgQGo1WowmUzw+XzweDwAwOXLl3Ht2jWj7Z39EBRFoaioCOXl5XRojRBC16UZQoyHDx9GbGysSW25GxwdHeHj4wONRmOx2qbbodPpUFNTA4VCgcDAQEyYMMFiDo38twasuroaV65cQVRUFF13aGwkEgkcHR1ha2uLt956C4ODgxgYGKAVZZRKJU6dOoXIyEg4OTlBKpVi+vTp+Prrr03q0PR6PTo6OrBt2zbw+Xz09vZicHAQ/v7+SExMBADs27cPcrncJBM0LpeLxMREPProo0hNTQWbzYZSqcTg4CB6e3vR2tqKrKwsTJgwATExMfD19YVWq0VWVhY+/PBD1NTUmL3e84f4xTo0w8omICDgnpvOqVQqDAwMYGhoCGw2G3w+36Rtxcl/JZR6enpw7do1TJkyhV4NsVgsODk5YdasWSZRIh8ZGcGFCxcwNDSEhoYGBAQEoKCgAKGhobTDMtDR0YHR0VF4e3tj/Pjx8PHxAQBcuXIFtbW1ZskIHR4ehlKpvO0DpNVqMTw8bFapqTuRmJgIHo+Hvr6+2+5tWRJDFq+Njc0tkmvmRqfToaenB+Xl5QgODgaHw4FAIACbzTbqi5LH48He3h5OTk44cODALe8EpVKJy5cv0/ePoSRCKBRiYGDApE5No9HQUlIA4OrqioCAAMhkMgwMDCA3N9dkiSrh4eGYOnUq3RbGgGFvsb+/H66urggJCYGDgwOYTCZaWlqwfft2lJWV3Td1u8Av2KFxOBw4OjoiJSUFpaWl97S6oigKLBYLTCbTbAoLwI0bKC8vDxMmTBij4UhRFGbMmIHt27ffknFoDORyOfr6+lBcXAw3NzcUFRUhODj4FofW2dkJtVqNzMxM+Pv7w9vbG0qlEmVlZejs7DS6XbfDzs4OAoEALBbrtnV5bDab3lwfHBy0WF0hRVGYMmUK+vr6UFdXZxIny2QywWazwWQy73kFqFAo6Ambk5OTydRoRCIRVCoVnbJ/O8h/awnb2tqgVqshEAjoz9mYKeqGEpjQ0FAcOHDgtudUVVXRSURMJhMSiQQJCQnIzc01a3KRoeicyWSipqYGlZWVJlnlc7lcTJo0CZmZmXBxcUFbWxs0Gg0cHR3B5XLB5/PB5/Ph7OxM/4yhF2JzczMCAwMxMjICFosFLpcLlUqF2tpas0gG3o5frEOzt7dHWFgYnJ2dwWAw7smhGRr9iUQiOrXZHKnfFEVBJBLddjXo7OwMDodjshfP6OgoRkdHaYf5QxI2EomEzigEbvQHM6fTiIiIgKenJwQCwRhlf0OYys7ODpMnTwZwI7PV2HVWd4MhNTwiIgJHjx41WThPJBLBzc0NdnZ29ywfZShfIf/N8jMFFEUhLi4Ora2tP1o/xWAwaDV5oVAImUwGGxsbozk0w+93cnLCypUr8Ze//OWWv9swObhZHi8kJAT//Oc/MXfuXFRWVhrFlrvB1dUVHh4e0Gg0OHbsmMlWiJ6enkhPT0dMTAwUCgW++OIL9Pb2Ys2aNXTDY0IIvadu6HA+btw4bNu2Df39/aioqIBUKoWbmxvq6+uxYsUK9PT0WKRcxviB6vsEw806btw4+Pj4QCAQ3FXYkM/nY8qUKUhPT4ednR12796NsrIys8SI1Wo1Dh8+TKtX3wyHw0F4eDi8vLxuWTmZk/7+fsjlcjqe393dbbbZmCHV2s/PD4GBgWO+5+7ujocffhh/+ctfEB8fjytXrqC4uBg9PT1mse1mbGxssGbNGgQEBKCoqMhkL0IOhwNXV1csW7bsnptyLlmyBImJiVAoFNizZ49JJkkURWH8+PH45z//iYcffhju7u50l+qbMewTP/bYY5DJZGhpaUFxcbFRoxGpqan44x//iDfeeANvvvnmLS9bsViMLVu2oKurC9OnT6cnwXK5HA8//DDdDd1chIWFITo6GhqNBpcvXzbZpMPR0RF8Ph/Dw8P0Cvm1115DQEDAGOGEkydP0iLS/f39dKfzwMBAzJ07F97e3sjJycGqVavMJmN2O36xKzSDcnZQUBCOHj2K/fv3Izc3F0VFRbeVaDLMqjdt2oSoqCjY2NigpKQEf/vb38yaKWfIzPu+87W1tcX777+P3Nxc7N+/36I9h4D/71xMubd4M4QQVFVVwdPTE/Hx8Whvb0dvby8oikJ6ejoWLFiAkJAQ8Pl8FBYW4qmnnkJNTY1FQo58Ph/Tp0/Hzp07UVNTY7JCWIVCgaamJoSGhuJPf/oT/vOf/6CxsfFH/2YfHx9MmzYNISEhdAKUKSCEoLi4GPPmzcPLL7+MZcuWISsr65bkITs7O/zqV7+Co6MjLUdlKgdrEE4AADc3N8TGxiI5ORkpKSkICAgAl8uln8GOjg78/ve/R0lJiVn3iZydneHq6gpbW1uTS3ENDAxAo9FAIBAgKCgIL7zwAuzs7MBgMKDRaFBbW4t///vf2LlzJ3Q6HcRiMdzc3BAYGAhXV1cAN+TOamtrUVtba5J2OvfCL9ahGWZXf/vb3/D0008jKSkJYWFhUCgU9Aa9IWVXrVbD1dUVmZmZiI+PR3d3N86cOYOsrKwxG7WmRq/Xo7q6Gr///e/h6emJ6OhopKamQiQSgcFgwNnZGTqdzmSpu/eC4aG/mxeoMdDpdDhw4AASExPh7++Phx56CJGRkaAoCp6envDz8wMhBBUVFfj0009RXV1t9s1qX19fBAcHIzo6Gr6+vtiwYQN6enpM9kIy9OPaunUrLQZgWBE2NTVBoVDQM3tDqMjPzw/PPPMMoqKi0NraihMnTpgsO5UQgsLCQrS1tcHDwwMhISGwtbXF4ODgmPO4XC58fHzo9iPl5eUoKioyqi0GAV2xWIy5c+fSHSUCAgLg6+sLV1dXuh0RcGP/tb6+nu6HZs5JbVRUFNzc3MBisTA6OoqamhqTrdBaWlrw8ccfY+fOnbd8T6/Xo7e3d8xqubu7G+3t7airq6PVggYGBtDf34/h4WGLqyr9Yh0acONC79y5E/b29ggODoZMJoO9vT3s7OwgFArh6+uLqqoqqFQquLm5ISkpCSUlJbh8+TIuXryIwsJCs25u6vV6tLW1YevWrXB1dUVDQwN4PB69J9Td3Y2amhrU1taazaY7QQgxaTnDzej1euTk5KC7uxsBAQGIioqi+8cplUrU1dWhvLwcubm5OHjwoNmdmZeXFzIzM5GWlobg4GDU1dWhuLjY5IkEg4ODOHToEGJiYuDp6QkHBwdERkaivr4edXV1dPiazWZDIpEgKioKKSkpaGpqwoULF4zeZfz7tLW14dSpUxgcHERoaCjCwsLGOA4DhBD09/ejvr4excXFqKioMKodIpEIfD4fAoEAMTExkEqlEIvFEIvF4PP5tMNSKpVoaGhAVVUVrl69ivb2drM6M5lMhvT0dHh7e2NkZISenJjKUfT29uLo0aN3fb5Op8Pg4OAtk5L7hV+0QzNkT3344YeQyWSws7ODjY0NGAwGfHx88Pbbb9OzfLVajbKyMvzud79DXV2dxfTSDB11DV2GBwYGEBISAuBGenxhYaHZMgrvhtHRUbPMygghaGlpQVlZGezs7ODg4AAAdMfoTZs2ISsrCxUVFRYJM6anp+PRRx9FREQE2tra8MYbb6CxsdHkEyKDoO/bb7+NzMxMLFy4EDNmzACXy6VDroY2REKhEA4ODjh8+DC2bduGgoICs9xLn332GY4dO4bMzEw8//zz8PDwGLOnbSjeLygooO9xU6Soa7VaKJVKupzn+19Xq9VoamrC1q1bcebMGZSXl5v1XmIwGIiPj8fChQvh4eGBmpoaHD9+/L51Hvcjv2iHdjPd3d1jaoHy8/Np4eL7lfb2duzatQu7du2ytCm3hRCC7777zmxCrkqlEq+99hrWrFmDKVOmgMFg4MiRI9i8eTPdGt5S8Pl89PT0YOfOnfjnP/9p9kLlrq4ufPPNNzhz5gxCQkKQmppKt/dxdHSEjY0NFAoFtm/fjnfffdfshbD19fX49ttvUVFRgVmzZmHt2rW0SLBGo0FdXR2ef/551NTUmGR1fe7cOWi1WgwODmLZsmUA/n9ftqamJuzduxeVlZXYtm2bxeqqmEwmFixYAHt7ezCZTLo21MrdQxFLagP9RAYGBiCRSCxtxgNLQEAA5syZg3feeQcBAQFob283W2jW0NfOkOKt0WhM2m7kbjG009Hr9VCpVBaTuzK0HDLUURq+Zij3MKxGLGkbm80eE3Y0pIUPDQ2Z7HM01JZyOJxbFHB0Oh3dZ8yS/RDZbDbeffddPP7446ipqcGePXuwYcOG+6pdjCno7+83XousexV/zM7OJrNnz6ZFMvfu3Tvm+6tWrbpFfHLatGljzunp6SErVqwgIpGISCQS8vjjj5PBwcG7tsHU4sTW484Hn88nnp6eJCMjg3C5XEJRlMVtsh7W43/9oCiKBAYGksmTJ5OEhATi5eVFGAyGxe0y9WFRceLh4WFERkbi8ccfx8KFC297zvTp07Fp0yb6/zerXgDAypUrIZfLcfLkSWg0GqxevRpr1qzBN998c6/mWLEAo6OjaGpqMrl2oxUrDxLkv6UppuoF90Dwc7whcPsV2rx5837wZ8rKyggAcvXqVfprR48eJRRFkdbW1rsa17pCsx7Ww3pYj1/GYcwVmkmUQs6ePQtHR0cEBQVh7dq1Y9QaLl68CFtbW8TFxdFfy8jIAIPBwOXLl2/7+wxiwTcfVqxYsWLFys0Y3aFNnz4dW7ZsQVZWFj744ANkZ2djxowZ9CZ5e3s73XvLAIvFglQq/cGC4ffeew8SiYQ+blaEtmLFihUrVgATpO0bUmKBG20JIiIi4Ofnh7Nnz2LKlCk/6Xe++uqreOmll+j/DwwMWJ2aFStWrFgZg8nFiX19fSGTyVBTUwPghk7Z94s5tVotFArFmBYFN2NQv7/5sGLFihUrVm7G5A6tpaUFPT09dI+qpKQk9PX1IS8vjz7n9OnT0Ov1GD9+vKnNsWLFihUrv1DuOeQ4NDREr7aAGwoAhYWFkEqlkEqlePvtt/HQQw/B2dkZtbW1+M1vfgN/f39MmzYNABASEoLp06fjySefxIYNG6DRaLBu3TosW7aMVm+2YsWKFStW7pl7TYs8c+bMbVMvV61aRUZGRsjUqVOJg4MDYbPZxMvLizz55JOkvb19zO/o6ekhy5cvJ0KhkIjFYrJ69WprYbX1sB7Ww3o8gIcx0/at0ldWfjJMJhNfffUVEhMTkZOTg127duHIkSOWNsuKlZ9FcHAwpkyZgpiYGOzYsQOnTp0yq+L+g4Yxpa8eGHHim6EoCvb29pgwYQLddkMgEKCjowPvvPMOurq6zC7e+mNwOBxQFAVbW1t4eHggNDQUIyMjaG1thVgshrOzM8RiMY4ePYqmpiZoNBqTNUnkcrmwsbGBnZ0dwsLC4OrqisTERHR2duL8+fNWdXArPxsbGxsEBgbCz88PU6dOhZ2dHbq6unDx4kV8/fXXJhuXy+UiLS0NM2bMgIuLyxjFoweJ5cuXIzo6GgwGAydOnMDJkyf/J5z6A+XQZDIZHB0dYWtri8jISEyZMgVhYWFwdnYGn89Hb28v2tvbsWfPHtTX12NkZMRitgoEAkgkEkilUvD5fERFRYHH48HW1hbOzs7w8/ODUqlEZ2cnbGxs4ODgAKFQCBcXFxQUFOD06dNjCtqNgUgkgqurK4KCghAaGkr/n8ViwdXVFREREQgJCcGVK1eMOu4PQVEU+Hw+ZDIZAgMD4ezsDDabjcbGRpw5c8ZkD6CtrS34fD6EQiHc3d3pHnsMBgNKpRIKhQI9PT3Iy8uj+5GZGxaLhYyMDLS3t6O+vv5/QuDWzs4Orq6ucHFxgZeXFyIiIuDp6Ym0tDSIxWL09PTAzs7OpA4tNjYWEydOREREBJRKpUWuG4PBgK2tLezt7SGVSsFisRASEoKuri7U1dWhvr7epH32RCIRpk2bhgkTJoDBYMDR0REURaG9vR0tLS3o7+8HIcRiAtx34oFxaGw2G+Hh4UhLS4O3tzcmTZoEFxcXDA8P047Mx8cHb775Jvr6+nDo0CHU19eb1UaKoiAQCGBjYwMvLy8EBgYiMDAQdnZ2WL58OSQSCa2gfjt0Oh3GjRuH7OxslJSUGNWhcblcxMXFIS4uDpmZmbfUFAqFQvj4+CAlJcVsDo3FYiEiIgIRERGYN28eIiIiwOfzce7cOZw9e9YkjkQqlSI2NhZOTk5wcXFBYmIiQkJC4OvrCzabjd7eXlRXV6OiogIjIyNjeqKZc+XK4XCwdu1anD9/Hvv3779vHRqHw4FAIICtrS1CQ0Mxfvx4xMbGIjg4GA4ODhgeHsbw8DBUKhXYbDaCg4NNas+cOXOQlJQER0dHlJeXY2BgwGwTEiaTCVtbW4hEIoSGhiI0NBQBAQHg8XhYvHgxrl+/joMHD+K7777D9evXTWaHRCJBYGAg3N3dwWKxsGzZMjg6OqKwsBAXL15EQ0MDlEolOjo6aOd2v/DAODSZTIbFixfjqaeeoj+AgYEB7Nu3D0eOHEFLSwu2b98OT09PzJ49G21tbWZ1aAwGAwKBABMmTMCMGTMwadIk+Pj4gM/n3/HnDH+LSqVCb28vLl++jB07dhi1cSObzUZoaCi+++67MXuXN9/IFEVBIpEgNjYWbDbb5CFbQ9h49+7dcHBwgFarxcjICNRqNaZNmwYGg2H0ViQUReFXv/oVnnrqKXh5eYHBYIAQQh96vR4SiQTx8fGIj4/H+PHj8dFHH2FwcBAsFgvffPONWR9+Ho+H/v5+aDQaMBj/v0LH0q12gP/fSsYQUly9ejUCAgLo1i69vb3Izs7G4cOHUVdXB3d3d4SHh/9graqx8PLyorcfioqK0Nvba9LxDLDZbDg4OGDNmjUYP348IiIi4OTkRK+E1Go1IiIi6KbFpnRo/f39qKyshIeHB1xdXcFkMpGZmYmpU6cCuJHpXl9fjw0bNmDLli0YGRm5b5zaA+PQboYQgtbWVixbtgxlZWUYGhqCs7Mzurq6LKJA4ufnh/Hjx2Pu3LmYN28emEwmGAzGLW3qb0ar1SInJwdKpRIXLlzA5cuXUVpaCoVCAZ1OZ7SXlpeXFxYvXoy33nrrts61tbUVjo6O4HA4cHBwwLRp0yCVStHV1WWSFydFURAKhZg0aRJ+97vfQSQS4f3338fZs2cxdepUPProo9i2bZvJXtqpqal0eFGr1aKzsxP/+Mc/0NfXB6lUCmdnZ/j4+GDOnDkICAjAJ598AuBGeYtGo8HOnTtNYtf3YbFYSEpKwr59+7B69WqEhYXBx8cHbW1t+NOf/oTr169jeHjYLLZ8Hzabjaeffhrz5s1DWFgYbG1twWQy0dTUhAMHDqCgoAAVFRUoKiqi94K9vLyQn5+P0dFRs9jY09ODiooKs+jGenh4YMqUKXjnnXcgk8lAURR6enpw7Ngx7Nu3D6Ojo9BqtXj11VchkUjg5uZmUnsGBwexYcMGtLS0ICMjA/7+/pBKpfT3bWxsEBYWhr///e9wcnLC5s2b0djYeF9MlB4Yh6bX66FWq6FSqcBkMtHc3IympiYMDQ1BIBDA29sbLi4uoCgKxcXFaGxsNLlNIpEIK1euxNSpUxEeHg6pVAo2m32LIyOEoLu7m94X6+rqwoULF9DS0gKtVouhoSEMDw9jdHTUqHHt2NhYzJkzB6tWrQKPx0Nubi5ycnIQEBCAWbNmobW1Fc8++yxeeeUVREREwM7ODlwuF7NmzcL27dtN8vLx9vbGunXrMHHiRPT29mLlypXIz8+HXq/HhAkTQAhBc3Oz0ccFbnwOH3zwATgcDuLj4+l9jqVLl+LLL7/E6dOnQQhBcnIy5s6dC4qi6JWRSCRCREQEdu3aZfLZrJ+fH5555hkIBAL89re/RW9vL1QqFRgMBtLS0rBx40Z88sknOHPmDOrq6kxqy/dhs9lIT0/HU089BXt7e2g0GpSUlODAgQM4ceIEWltbMTQ0BKVSOaYRaWtrK+RyuclemobwdUxMDMRiMSorK9Ha2mqSsW4mKCgIixYtwtKlSyGTycBkMnH69Gl88803uHDhAnp6ekAIgZubG4aHh2FrawsvLy+sWrUKW7ZsMdm9VFJSgqamJmzfvh1OTk6YNGkSJk2ahMDAQNjb29MNdp988kkUFBRAoVDcF2HtB8ahDQ4O4vz582Cz2RCLxTh//jz6+vqg1+vB5/Ph6OgIqVQKjUaDmpoadHV1mcwWiqJgY2ODxx9/HPPmzUNoaCg9MzOg0WigUCjQ1NSE4uJilJeXo6SkBENDQxgaGkJdXR1GR0dNckOLRCKEh4djzpw5yMjIgLOzM65fv44NGzaAzWbDxcUFTU1N+M9//oNLly4hKysLtra2sLOzA5PJhI+Pzx33+n4q9vb2WLlyJVJTUzE6OopvvvkGOTk56O/vh0QiASEESqUShYWFJn3QP/vsM1RUVCAlJQWRkZEICAjA3LlzMTQ0hLKyMjQ3N0Or1YLJZNKfKYfDgbOzM1gslknDsTKZDFFRUZg6dSrkcjk2b94MuVyO0dFRsNlsJCQkYMmSJUhJSUFTUxMaGxvNtrnP5/Ph6uoKHo+H4uJi9PT0oKWlBQ0NDSgpKUF1dfUPJtGYupM0g8GAh4cHpFIpdDod6urqcPXqVZOOyeFwkJ6ejvT0dPj4+GBkZARHjhzBoUOHcOHCBTQ3N9PXws7ODjqdDra2tggKCkJHRwe+/vprk93nIyMjGBkZQUdHBxobG9Hd3Y2ioiJEREQgPj4eiYmJsLOzg4uLC+zt7cHn860OzZyMjIwgJycH9fX1sLW1RUlJCT0DFIlE8PLyAp/PR319Perr66FQKExmC5PJhEwmw2OPPYbAwEDweLwx31cqlaioqMD169dRWFiIc+fOoby8HKOjoyZf1lMUBT8/Pzz00EOYOnUq3NzcUFVVhT179mDPnj2YPn06+vv7kZubi23btqG3txf5+flISkpCZGQkgBvX8+Y9G2PAYrEQGRmJBQsWQKlU4sSJE9i7dy/6+voAgN5baG5uRlFRkcke9MHBQRw4cADNzc3o7u6GQCBAYGAg0tPTMTg4CKlUCqVSCUIIHToaGBhAW1sbGhoa7hhG/rlQFAVfX1+MHz8ePj4+OH78OP7xj3/Q9zKHw0F+fj5CQkIQFBSEcePGoaSk5Ae7XBgTFosFZ2dnTJo0CVqtFrt27UJDQwOam5uNut/7c+yLiIgAj8dDS0sLSktLUVFRYdIxAwICkJGRgeDgYCiVSuTl5eE///kPrly5guHh4dvewyKRCO7u7mZTVdLr9RgeHkZJSQlKSkpQUFCAzs5OeHt7w87ODgDozHFz3Ec/xgPj0ACgo6MDHR0dY77GYDDg5uaGxMREAMCJEydQVVVl0ow0NpsNNzc3hISEgM1m3/L9rq4ubNiwAceOHYNcLqez5EyNYeU4Z84crFy5knb8n332GTZt2gRCCDo7O+nQZ0tLC4AbyTU3h4eMjSH767HHHoOTkxM++ugjbN26lXZmwI0Mz9raWpw+fdosnbQLCgrQ1tYGhUKBN954AxKJBA899BAmTpyI+vp6OjHm3LlzuHLlCvLy8pCVlWVSmwQCAWJiYjBhwgQolUp6w96AWq1Gfn4+PvjgA/zlL3/BxIkTUVVVhcOHD5vULsMEbvz48Xj++edx6dIlvPzyy/dNX0Mmkwk7Ozs8+uij4HK5OHv2rMlXZwwGA4899hgSEhIgFApRUFCAt99+GxcvXvzB8005Gbpb6uvrUVxcjIaGBoSEhAAAwsLCkJeXZ/IJwN3wQDm02xEaGorMzExkZmaCEIKtW7eaNNx4Mz90g3p4eOC3v/0tUlJSsH//fuzbt88sWUSenp547733MH/+fHA4HOzduxfbtm3DgQMH6PEvXLhgcju+j5OTE5588kksX74cxcXFqKqqumVWr1KpUF1dDaVSCZFIZJYU+Y6ODnz++ecoLS3FqlWrkJ6eDi8vLzg4OIAQgq+++goff/wxqqurzbJhvmzZMixfvhwuLi7497//jX379t32vKqqKrMlVwBATEwMHn30UcyePRsikQifffaZRWs8v09UVBTeeOMN+Pj4mGU8JpMJNzc3Oh2+oaEBeXl5P+jMAMDf3x8CgcAs9v0YdXV12LlzJ2bMmAEAOHbsGPLz8y1s1Q0eaIcmEAjw0EMPYcGCBeDz+SgqKkJjYyNUKpVJxyWEYHR0FEqlEgKB4LbhOQ8PDzz00EOYPn06fv/73+PJJ59EZWWlyV5EoaGhmD9/PmbNmgUOh4OmpiacPXsWOTk5Fs1eYjKZ8PDwwNq1a1FTU4OXXnoJBQUFY87hcDh47rnnMGvWLHC5XDz22GNmq/nS6/VobW2Fp6fnLfI9EomEVngxNcnJyVizZg0kEglOnDiB9evXm3zMO8FiseDi4oI333wTKSkpcHFxQUdHB9avX4/S0lKzRR3uBicnJ7qusrW1FadOnUJRUZHJxjOo7YjF4h/da2az2Rg/fjz++te/wtvbG8CNkgZzl4DcjJubG53CD+C+SdkHHmCHxuPx8PDDD2PKlClwdXVFd3c3duzYgd7eXpNvkqvVatTX1+PTTz9FcHAweDweKIoac2NwuVy4urrCx8cHQqEQr7/+OrKzs3HhwgWUlZUZ1bHJZDKkp6dj5cqVEAgEyM/Px/r163HhwoUxYb0fgqIo+qVt7Je3j48PEhMTYWtri4KCAjQ0NIxRSeByuXjyyScxf/58hIaGQi6XG33/7ocwhGiXLl2KwMBAemO8v78fzs7OSEpKwnPPPYfdu3fj1KlTJr2vmEwmSkpKIJfLcfbs2TvuS9nb24PNZqOtrc1kYSJHR0e8+eabmDp1KhwcHMBmszE8PAx/f3+sXbsWO3bsgEKhuC8cG4PBAI/HAyEECoUC3d3dJlXiMGB4bgQCAWQy2ZjIQmhoKBISEpCamgp3d3d4e3uDy+UCuJEwZq4o0u0QCoX3bYPlB9KhMRgMeHl5Yd68eQgODgafz4dCocDw8DBkMhlGRkYwPDxssn0hvV6Pvr4+7N69Gz4+PnRSiMGh8Xg82NjYwNPTE1FRUZg4cSIyMjLg5OQEJycnSCQSnD592ii28Pl8pKWlIT09HQEBAVAoFNizZw+OHDli0sSYu8VwTRgMBvr7+6FUKqHX6yEQCODm5gZ/f38sXrwYUqnU7C9HW1tbTJgwAXPnzoVMJkNFRQVKS0vR3NyM2NhYpKenY9q0aejv70dLS4tJi2HlcjkOHjyItrY21NTU3PFaBAcHQ6vVQi6XQy6Xm8QeBoMBGxsbaLVaet9ao9EgIiICAQEBYLPZOHHiBGpray0afpRKpXB0dKT/n5eXh56eHpNGJQghUKvV6O/vB5fLhUgkQnBwMFauXDnGocXHxyMhIQEcDode6RsyD1tbWy22MmKxWLCxsbHI2D/GA+fQGAwGRCIRJk+eTM/81Wo1bGxsMHHiRIyOjkIul6OqqgoNDQ0mu2kIIcjLy0NRURG4XC5YrBsfBZfLhbOzM0QiEaqrq9Hc3IwJEyZAKBQiKSkJPj4+cHd3R1FRkVGkrTw9PbFixQqkpKRgZGQEBQUF2Lx58z2l4N68KiOEGFU5oKWlBcXFxSCEQCgUwsHBARwOB56enkhOTsbEiRPh7e2NoqIiDA0Nme1B43K5CAwMxHPPPYeoqCjI5XLs3LkT+/fvR319PSZOnAh/f3+4ublh0qRJdKGuqVZpNTU1Y/oU/hAMBgMpKSkYGhpCV1eXycLrfX192LRpExQKBb1itrW1xbhx4xAQEIA///nP4PP52L17t8WSCSiKQnBwMJ2dOzo6ir1796Ktrc2k4+r1egwMDKCwsBAJCQmws7NDTEwMxo0bRztSNptNZxgODw/Teoq9vb2oqalBbW2tSW38IbhcLgQCAdhsNl0mo9Fo7ouiagC4535o9wM/px+aVColCxYsIF1dXUSj0RCtVnvLkZ+fT9asWUP4fL5J+wAxGAzi5+dHFi1aRF5++WXyu9/9jnzzzTekrq6OdHZ2kqGhIaLT6cYcWq2WNDU1kfXr1xvFhvfff580NDQQrVZLqqqqSGZmJqEo6p5+x8yZM8nhw4eJVqslfX19JCMjg3A4HKNdp5iYGNLT00N0Oh05cOAAqampIXq9niiVSlJSUkLmzZtHXnjhBXL8+HFSVlZGgoODTfq5ASAJCQnkr3/9KxkeHiYVFRUkNTWViMXiMedMmjSJFBQUEJ1ORwoKCoibm5vJ7brTQVEUEQqFpLKykpw8eZIsW7bM7ONLJBLyhz/8gfT395P6+nry+uuvW+x6iMVi8tvf/pYUFxcTpVJJDh48SEQikdnGd3R0JNu2bSNtbW1jnnGlUkkGBwfJ5cuXySuvvEJmz55NBgYGiF6vJ83NzeSLL76w2DVLTk4mf//73+l3U1ZWFomLiyMsFusn/05j9kN7oFZoHA4HQUFBeOGFF+gaiurqarS2ttJL/dTUVISEhGDZsmXQ6/X44osvjG6HQCBAQkICfvWrXyE9PR12dnb0KofBYNwxRVehUKCoqAi7du362XbweDykp6fTxaQjIyMYGhq6p9WVt7c3Vq1ahaioKHR0dOD48ePIzc01avGwXC7Hxx9/jDfffBPTpk1DY2Mjtm3bhn379qGgoAA6nQ4LFy7EuHHj7mrP7+ciFosxd+5cWhf01VdfRUFBwS1SUhcuXMD27duhVqsRGhqKPXv2ID093WLadywWC15eXnB1dcXGjRtx7do1s45PCMHAwAD++c9/Yvbs2QgICEB4eDji4+NRX1+P7u5us9rz8ssvY/78+XQI1tx0dnbilVdeQWRkJEJDQ8FgMBAXF4ddu3YhLy8PcrkchBDY2dlhaGgIPB7Poiuh0NBQPPvss5g1axYtg3ft2jV0d3ffF3uhwAMUcrS1tcWiRYuwbNkyREREYHBwEJ988gkuXbqElpYWKJVKUBSFbdu2ITAwECKRCPb29iaxxd7eHs8++yzS0tJoHbu7paGhAbm5uSgsLPxZNlAUBRaLBXd3d1rEtr6+HiUlJT/6swwGA2KxGLGxsfjNb36DyMhIcLlc5OXlYcOGDUZXMOnp6cGWLVuQl5cH4EbdW3d3Nzo7OzE8PIy0tDT4+/uDy+XSCuCmZNq0aYiJiYFer0dpaSlycnJum6Sj0Whw6NAhuLu7IywsDIGBgYiNjcWVK1dMWrf3Q3A4HERHR6Ovrw9lZWUWKYQ1aEy6uLjAxsYGKSkpoCgKv/vd72iZJ3MhlUrpLGO1Wo19+/aZXJHk+3R2diI3NxcFBQWgKAr79u2jk1I0Gg0oioJKpUJXV5fRmmD+VIKCguDq6gqBQACNRoOioiJ8/fXX90VBtYEHxqFxuVwEBQUhOjoaAPDtt99i3759qKurw8DAAHQ6HSiKol/GTCaT3tcyNgKBAImJiZBKpfecFTg6Oore3l6jpKVTFAUejwcmk0mrxd9pBkhRFDw8PBAUFITIyEhaAoeiKFy7dg0HDhxAWVmZ0V9KarUaLS0t9Axeq9VCq9XStrq4uEAsFkOj0aCzs9PkDi0oKAguLi4YGhrClStXoFAofvC6NTQ0oLCwEBUVFYiIiMDs2bNRVlZmEYdmY2ODefPmobS0FG1tbWapRWOz2YiIiICvry9kMhl4PB7Gjx8PqVQKlUqFxsZGFBUVoa+vz+yrVhaLRe/vabValJaWmr3Hl1arpTNjb4ehK4FQKDTZ++huiYyMhIODAxgMBnQ6HTo7O9HY2GiRe/mHeGAcmk6nQ09PDyorK6FQKPDll1+iuLiYDo0Z2p8YZmxDQ0NGb5BpwJABdq/o9XoolUqjZYWR/27qCoVCcDgc2Nvbw8/PDxUVFdBoNODz+eDxePRD7+HhgYSEBKSkpCAlJQXe3t4YHBxEVVUVDh48iMOHD5ss3Vmv19/27+bxeAgJCYFAIEBXVxeqq6tNnjVnZ2cHGxsbjIyMoLy8/I4vwZGREXoVFxUVhdTUVIvUiHG5XLi4uCA9PR1//etf0d3dbdKXtyEdPTw8HPPnz0dcXBw8PT3B5/Ph4OAAJpOJvLw8HDx4ENu3bzfZs3Y3qFQqyOVytLS03D/JDTfBYDDA5XLNVo7yfSiKgoODA2JiYiCTyejtiZqaGrOvaH+MB8ah9fb2YuPGjfj666/pmfzN8Pl8JCUl0Y0aS0pKTCZVNDIygtzcXGRkZIwRsL0Z8l8tQMO/yX+zBxsaGu4qm+3HIIRAq9WiubkZQqEQIpEIgYGBWL58OTZs2ACFQoGgoCD4+vrSZQXr1q1DUFAQhEIhnXp85coVbNy4EZcuXTJ5dtj3YbFY8PHxwerVqyESibB3717s37/frDbczQq7oqICp06dwrp168xg0e1xd3fHxIkTAdyITpi6jonH4yEiIgJffPEFPD09QVEUdDodOBwO2Gw2BgcH8fnnn+PAgQNm3zsDbjgJQ5smuVyO/fv3m0Vd/14xPPe1tbUQCoUWsYHFYmHBggWIjY2FnZ0dRkZGUF1djX//+98m73t4rzwwDk2n06G3t/e2DfsEAgFCQ0Px/vvvw8bGBhcuXEBOTo7JWmvI5XK89NJL+M9//oOIiIjbStoYCq0NL8za2lpa37G8vNwodiiVSpw5cwZOTk6wsbGBo6MjXnnlFaxcuRJKpRJ2dnZj1AwMM0S1Wo22tjZ88803+PDDDzE0NGSRma1AIMAzzzwDOzs7dHZ2orS01CyJDoaCWEOJxY8REhKCzMxM+ufMrcknFAoxefJkrFu3Du+++y6am5tN/iLy9PTEzp074erqit27d+PkyZNgsVh48cUX4evri3/961/IycmxiDOjKAopKSlITk6Gk5MTWlpa7iu1i5sxTBzlcrnJu3XfDoOo9NNPPw17e3swGAxcu3YNb775JsrKysxuz4/xwDi0O+Ht7Y05c+YgMDAQFEXRLUBMFZJRq9Wora3FihUrMHfuXKSkpMDf3/8W1f3BwUG0traiqKgIR44cQX19vdEFXfPy8hAZGQk+nw+ZTAYAcHZ2BiHkthmXxcXF2L9/P3bt2kVnh1r6ZUAIwaVLl0xauHwzX3/9Nfh8PhYvXoxf/epXuHbtGk6fPn3bPSlnZ2dMmzYNK1asgEajwYcffmj2gvXp06dj5syZYDAYZplVC4VCuLm5wc7ODsePH8f69evpZ8zd3R25ubn4/PPPLboi4vP54PP5dDuf+6H1yQ+hVqvR09MDtVoNmUyGsLAwhISEGG1i+0PweDxERkbijTfeQFBQENhsNvr6+tDc3GyynoM/lwfaoUkkEsTFxWHKlCmYPXs22Gw29u3bh/3796OystKkY2s0GjQ1NeHgwYO4du3abbMd1Wo1hoeH0d3djaamJpP0P7t06RKUSiXmzp2LOXPmwMHBYczm88jICFpbW1FZWYkTJ06gpaUFNTU1dO8qS8LhcJCWloauri6cOXPGbA6tpqYGZ8+ehaurKzIyMvDYY4/RxfhDQ0N0V21/f3/MnDkTU6dOBY/HQ0VFBfLy8kyuFXozAoEAcXFxcHd3R2VlpVkU7jkcDkQiEVgsFvr6+rB48WIEBATA29sb5eXl+Nvf/ob29naLpnobVFLs7e0hl8tx5MgRi9lyN2RnZyM1NRXOzs5wdHRESkoKgBuRG1M9h3w+H25ubkhISACbzUZ/fz++++477Nu3z6LSW3figXZofD4fiYmJmDRpEpydnXH58mVs374dV69eNcssWq/X0/3XLEVzczN6e3uh0WhoRYKbGR4eRmtrK8rKynD06FG6K7alV2U8Hg+urq4ICgpCQUEBysrKzLaHNzg4iLy8PEilUgQHByM1NRWLFi2i1VuYTCYcHBwQERGB9PR0SCQSFBYW4siRI2Z/kUdERGDcuHEghODcuXNmGVOr1dKrVXd3d8TExGBoaAgVFRW4ePEiTp48aVan/n0IIZDL5Thw4ACuX7+OysrK+zJ8djNFRUXo7OxEQEAA7OzsMH36dLi5uWHTpk1oa2szyT3FZrMhFArp8qWqqiqcOnUKubm591W3hJt5oB0aIQQSiQQ6nQ5Xr17Fl19+iQMHDtw3RYLmYmhoCMeOHcOxY8csbcpdI5FIEBoaCjabjdraWnR3d5t1xWjQS/Tz88MjjzyCdevWoaOjAwMDA2AymXB0dIRQKIRKpcLly5exe/dufPXVV2azz8DcuXPh4+ODsrIyHDx40CxjDgwMoL6+Hs3NzfD29sbAwACOHDmCvXv33tIpwVJ0d3fjgw8+sLQZd01nZycqKyvh4eEBZ2dnzJgxA0lJSThz5gwUCoVJsosN0lsG3cgTJ06gtLTULOIFPxWKWHqq/RMYGBiARCKxtBlWLIhMJkNqaiq+++47rFq1CsePH7dIGITNZmPNmjVYsGABwsPDYW9vD0IIenp6kJWVhfPnz+PChQt3VbBuCjZs2AAHBwecPXsWn3zyicVX1lZ+Oo6OjkhISEB6ejrCw8OxZcsWHDx48L52MHdDf3+/0YrGrQ7Nyv8khoJTgUCA0dFRaLVai72sORwOWCzWmBIMQ1mEVquFTqezWH2ToTWRTqez+J6nlZ+H4Z43FIRrNJr7Lm3+p2BMh/ZAhxyt/O9icBjmSHL4MdRq9X3rLO4nFQcrP4+bJ0lWbo9lSs+tWLFixYoVI2N1aFasWLFi5ReB1aFZsWLFipVfBFaHZsWKFStWfhFYHZoVK1asWPlFYHVoVqxYsWLlF4E1bf+/UBQFGxsbREREwNbWFp2dnaivr7donyYrt4fNZsPOzg4eHh4QCAS4ePGiNZXZihUrVocG/P+Gm+PGjcN7772H6OhoHD58GJ999pnZ9O/ud/h8PrhcLjQaDVQqlcUcCJvNhouLC5KSkrBs2TJ4eHhg8uTJRungbcXy8Hg8WgVfp9Ohr6/PrEXphj5pLBYLbDYbTCYTbDYber0earUaKpUKarXabEX8TCYTNjY24HK59NcMjX6Hh4fNYsP/FOR/kP7+fgLAaIe7uztZtWoVaWhoIBqNhuh0OvKf//yHREdHG3Wc/9WDz+eTdevWkZMnT5I33niDJCYmWsyWlJQUsmfPHjI8PEx0Oh3R6XTE1tbW4tfIevz8g8fjkTVr1pBz586R4eFhkpeXR5ydnQmDwTCbDc7OziQpKYmsW7eO7Nixg1y9epVotVrS0dFBtm7dShYtWkSEQqFZbOHz+SQ0NJTs3LmTqFQqMjg4SPr7+0l9fT15++23zXpdTHn09/cbzTc88Cs0FxcXzJ49Gy+88AJsbW1RVlYGGxsbVFVVobq62tLmWQwfHx+sXLkSkydPhlAoRGBgIHg8HhgMBhQKBZqbm9HZ2Wk26R0mk4m1a9fi17/+NaRSKerr69HU1IRp06aZZfzbYVjZG1qjzJgxA5GRkbC1taVn8IcOHcKZM2eQl5cHuVxuMVvvZzgcDoKCgrBt2za4u7vDxsYGLBYLYWFh2Lt3L+bNm3dLh3lj4urqiszMTDz11FNwcnKiV4k8Ho9u6WRvb4+FCxfC398fhBB89913JrMHAOzs7DBlyhS8/PLLYDAYWLZsGSorK6HVauHj44Mnn3wSy5cvx8GDB+8LtZz7hQfeoc2aNQsLFy6ERCLBpk2bwGaz6Rfm/doiwdQ4ODjgnXfeQXx8PGQyGa2ZCACRkZFwdnbGzJkzUV5ejn/9619m6YBMCEFVVRX27t2L5uZmdHd3w83NzWIOjcViwcfHB48//jjS0tIgEAjg6OgIiUQCNptNO7SHHnoIycnJaGhowMWLF7FlyxYMDAyYJIy2atUqNDY24tq1a3elvm7QnrRk+Njf3x+TJk3CkiVL4OfnR4fWWltbcejQIWRnZ5ssnOzi4oKIiAikpaVh1qxZ8PX1BZfLBSEEXV1duH79OuRyOZycnDBu3DiIRCK4urpiwoQJJnVodnZ2WL58OdLS0tDY2IgvvvgCBQUFdDPdzs5O+v4nJgp9enp6IikpCUlJSfDz80NLSwvq6+vh7+8PFxcX2o6KigrodDoIhULweDx0dHRg9+7d6OjoMFmD5DvxQDs0b29vJCcnw9vbG/X19bh27Rpmz56NvLw8VFdXmyx2z2QyIZPJsGDBArDZbHR0dKChoQF1dXUAbjxoYrEYPB4PAoEA3t7e9M+2t7ejuroahYWFRrfLkBizfPlyTJ48me6NRgjB6OgoVCoVmpqaoNPp4OPjg8DAQPT19WHnzp10A1JTQQhBeXk5ent70dbWBkIIEhMTTTbej2Fra4tx48Zh7ty5CAoKGtPVe3R0FMeOHYNGo4GzszM8PDzg5+cHDw8PNDQ04PTp0yZp9xEfH09POAoKCn6wSS2Hw4Gnpye8vLzA5XJx7do1k66AbgeLxUJgYCCmTJmChQsXIiUlBQwGA0NDQygqKsL58+dx/PhxlJeXm6R3moODA2bNmoXk5GTExMQgNDQUDAYDV69eRUtLC2pra1FZWYmenh76mhpWbR4eHka352YyMzORnJwMBoOBPXv24Pz582M0OdVqNfLz8zE8PGySayMWizFz5kxkZmYiNjYW7u7u6OjoQFtbGzw8PCCTyUAIgUKhQEREBHQ6HQQCATgcDhQKBUQiEaqqqtDS0oL29nZ0dnaabb/vgXVoDAYDkydPRnh4ONRqNbKzs9Hc3AypVIq8vDzU1NSYbGwOhwN/f398+OGHEAgEKCkpwfnz53HmzBkAQFRUFNzc3GBrawt7e3ukpaXRP1tUVITdu3ebxKFxOBx4eXnhhRdegFQqBXCjWePQ0BDKy8vR09OD3NxcqNVqBAcHY+HChXj66afR3t6OkydPoqGhweg2GSCEjGn9LpPJTDbWj8Hj8RAUFISUlBQEBweP+Z5er0dvby8++ugjDA4OIjIyEtOmTUNGRgbGjx+PFStWoKysDI2NjUZf1UqlUkRFRSEuLu6OXdddXFwwdepUpKWlgc1mo7e316wOjcFgwMXFBZmZmZg3bx4mTJgAQgj6+vpQUlKCrVu3Yv/+/UZvB0RRFDgcDhwcHJCQkIBVq1YhLCwMYrEYKpUKLS0t2Lp1K/Lz81FXV4eOjg5QFEU7Wr1eD0KISYWoORwOli9fDjabjVOnTmHXrl23nVgTQlBRUWESGyIjI7FixQpERkaCy+Wir68P9vb2cHBwwOjoKHp7e0EIAUVR8PHxgV6vpxPFAgMDERQUhOrqahQXF6O4uBilpaVobGxEd3c33SDYZBhtN86MGCMpRCKRkEuXLpH29nayc+dOEhsbS5hMJhGLxYTJZJp0E1QsFpMlS5YQpVJJtFotndxw86HVam97DAwMkL1795rELkdHR/Lqq68StVpNdDod0Wg0pKWlhezYsYP4+PjQm9AMBoN4eHiQjRs3EpVKRa5du0aWLl1KKIoy20ayTCYjCxcutEhSSHx8PPn0009JZ2fnLZ/ZwMAAuXjxIrGxsaHPT0hIIB9//DF93mOPPUbc3NyMbtc333xD2tvbiVarJZ2dnT943nPPPUfq6uqITqcjFRUVZNGiRWa7dhRFEYlEQn7729+SsrIy+pqo1WryxRdfkKCgIMJisUwyNp/PJxEREeTLL78k3d3dRKPR0J9ZXl4eiY6OvuXZZ7FY5F//+hfp7u4mOp2OlJSUkMcee8xk1yY4OJhUVFSQV155hTg5OZn1vgZuPNsXLlwgAwMDRK1Wk4aGBvLFF1+Q2tpa0t3dTQ4fPkz++c9/kvXr19PHe++9R1avXk1mz55NPvnkEyKXy0lPTw8ZHBwkg4ODRC6Xk2PHjpEZM2YQqVR6y5jGTAp5IB0aj8cjH3zwAenr6yOff/45mTx5sllfxhwOh4SGhpLi4mIyMjJyW4c2ODhI2traSGVlJamqqiJqtdqkDo3H45HU1FT6wdXr9WTDhg0kMTHxBx08l8slBQUFZHh4mBw4cIAsXrzYbNdQKpWSWbNmEY1GQ1xcXMyW8cVms8mf//xnUlpaSvR6/ZjPrKenh3z66ae3vJApiiIJCQn0+X//+99NkkF7Nw6Noihy5swZ0t/fT9RqNbl27RpJS0szy7VjMplEJpORP/zhD6S3t5d2ZE1NTeTll18mNjY2Jn0OIyIiyB//+Ef6WdJqtSQ3N5e88sorxMHB4Zax7ezsyNNPP036+/uJVqslbW1t5MsvvyRisdgk9nG5XFJcXEx27txJJk2aZJbP5OaDwWAQBwcH0tDQQJRKJTl69ChZsWIFYTKZhMViETabTZhM5i0Hg8EgDAaDUBRFmEwmYbPZhM1mk+DgYDJt2jSydOlSsmTJEjJ+/PjbXjtrluPPgMvlwsvLC4sXL0ZfXx+ysrJw5coVszaH1Gg0qK2txbJly5CRkYGoqCi4urpCr9ejrq4OpaWl6OrqQmdnJ3p6euDk5IQ9e/ZAKBSazCYnJ6cx4ZeXXnoJ586do/fMbodarcYbb7yBv/3tb0hMTMTo6ChycnLMks3X39+P69evY2RkBPHx8cjJyYFCoTD5uHPmzMGMGTPg6+sLQgj0ej0aGhqwf/9+nD9/HkVFRbckWRBCMDw8jLKyMgQHB4OiqDF7buaCyWTC1dUVPj4+4PF4GB0dhVwuR15enlnGd3FxwcKFC/HMM89AKBRCo9Hg0qVL2LJlCw4cOICRkRGTPoeGWrLe3l6oVCps3LgRZ8+eRWVlJR1GM2Bvb4/4+Hg8+eST4PP5GB0dRXZ2Ng4cOGCS/U/gRkhUKpViw4YNKCgoMMkYd4LH4yE+Ph5SqRQMBgNdXV1oaGi4pxChTqejz6+rq0NLSwsYjBuCVIYaVlPywDk0gUCA4OBguLi44N///jfKysrMXqBICIFKpUJlZSVUKhXy8/MhFovpjdb29naMjIxgeHgYTCYTcXFxYLPZdOdhU2QUstls8Pl8AEBWVhbOnTuHurq6O96AhBBcunQJWVlZyMjIgLe3N8aNG2cWh6bT6eh4vFAopNOrTc3o6CgUCgVaWlqgUqnQ2tqKvXv3Ii8vD/X19ejr67vtz2k0GnR0dNyy52ZO2Gw2goODYWtrCyaTSb/gzZHN6+DggPj4eCxduhSOjo7QarW4evUqDh06hFOnTqG7u9vkNsjlchw/fhzt7e3Q6XS4dOkSmpubb+ugPD09MWnSJPj5+YHBYKCyshI5OTm4du2aSQu9mUwmmpubLSIUIBAIMHv2bHC5XLS3t6OiogK1tbU/+fdZovHtA+XQKIqCTCbDxIkTodFocPjwYbS0tFjMHp1Oh9ra2jveNE5OTpgwYQLt0Lq6uujECGPC4XAgEAigVCqxf/9+tLa23lW3466uLhw5cgQeHh7w8fFBaGgoTp48aXT7boder0dXVxddt2QOamtrcfz4cXqDvL6+Hnv27MHQ0NAdVxcMBoMufRgdHTV6qrxUKoVYLAaHw4FWq72tY+XxeEhJSaHrCRkMBiQSCaKjo+lsNFNs2DMYDAQGBmLixIlISEiAXq9HVVUVjhw5glOnTqGpqcnoY96Onp4e9PT04OrVq3c8j8fjwd/fHykpKRAIBOjv78epU6dw8eJFtLa2mtRGw6TVnOooBvh8PtLT08FgMJCfn4+ioiJ0dHSY3Y6fwwPl0GxsbBASEoKHH34YNTU1KCkpGfPgG8JA5gw/3gmKosDn8xEcHAwGgwGdTof8/HwcP37c6GNJpVJ4eHhAoVDg2LFj97RqPX78OMaPHw8vLy96RmuOB1Kj0eDKlSvw8/ODjY2NyccDgKqqKvz1r3+9p59hMBiwtbVFQkICgBs1VsaegUdHR8Pf3x8SiQS9vb0oLS295RwbGxssWLCAdv6GguY//vGP2Lp1Kw4dOmSSaIWNjQ2Sk5ORkZFBZwxu2bIFu3btMmlm7E+ByWTC19cXMTExCA8Ph06nw7Vr17Bx40bU19ebfHxCCEQiETgcjtlXNxwOBwEBAQCAw4cPo6SkZMxEUa/XjwmVW6LO7Md4oNT2p06diieeeAJ8Ph/r169HX18f7bwYDAakUikcHR0hFArNNuO/E7a2tggNDUVMTAwoikJbWxtyc3ORk5Nj9LHs7e3h5eWF3t5eyOXye1pBqNVqFBcXo6GhAQsWLIC7uzsdNzclhBBotVrMnDkTDg4OJh/vp+Lh4YGoqCj6/2VlZUYXvTasuIAb+4s/tAphs9n0vw0p7MHBwbh8+bLJ9jeio6ORnJyMkJAQaLVa5Ofn44svvrjvnJkhJPuPf/wDL774IthsNoqLi/HSSy+hra3N5OMTQjA0NIQXX3wRcXFxJh/vTnh7eyMyMhJxcXH0ERgYiPDwcLpu737E8m9tMxIdHY2MjAxoNBoUFxdDo9HA398fycnJmDFjBuLi4iAUCtHY2Ijm5mbk5eXh008/tZi0zIQJE/DGG2+Aw+EAAAoLC1FTU2P0PQ+DAKpYLP5ZyQpMJhN2dnZYvXo1/va3v5ls8/z7ODg40NfInDCZTIjFYkRHR9NfU6lU6O3tRVlZGf21mJgYLFq0CIQQHD9+HFVVVUZdoVEUhfT0dIhEott+fr6+voiPj8fUqVPh5OREn0NRFLq7u7Fr1y40NzebbMY9ceJE+Pr6Qq/XY2BgAJ988sl9p8LDYDDg7OyMvXv3wsPDA0wmE62trfjLX/6Cqqoqs0i8aTQaPPHEE/jkk0+QlpaGlpYWs4VjgRsrLoVCATs7Ozz77LP49a9/PSbSMjQ0BDabDRaLhcHBQXz77bf405/+ZPJEj3vhgXJobDYbXC4XWq0WUqkUb775JsLCwuDu7g6JRAKFQoGBgQFoNBq4ubnBxcUFISEhePbZZ2nZGXPh4OAAPz8/+Pv7A7ix75KVlfWDxbI/B4O0lSExhclk/uSXG5PJhKenp9mSNIAbLyNzZQ0yGAyEh4cjNDQUwcHBCAkJgaurK/19nU6H4eFh1NbWYvPmzejr68O4ceMwbtw46HQ6nDlzxuj3EkVR8Pf3p2WjJBIJUlNTsXTpUnh5eSE4OJjWmxSJRPTPGUKTBw8eNJkz8/Pzw8SJE+Hp6QmlUomGhgZUVFTQz+H9ELbicrlwc3PDa6+9Bjc3N3A4HFy9ehXffPMNzp07Zza9Ur1ej4KCAuzfvx+hoaFYtGgR/vWvf5nNYXR1deHpp5/Gww8/jOjoaNjb24PH49HfF4vF9LNma2uLpUuXgqIobNu2DbW1tfeFY7snh/bee+9hz549qKioAJ/PR3JyMj744AMEBQXR5yiVSvzf//0fduzYAZVKhWnTpuHTTz+Fk5MTfU5TUxPWrl2LM2fOQCgUYtWqVXjvvffMFuZjs9mYM2cOpk6dCgC0bpshfZmiKDg6OiI0NBSzZs3C3r17ceLECbPNKlksFpKSkpCQkEAnEhgyrNrb240+nl6vh0ajgVarhb29PZycnO457Hjz72prazPri0qlUpk880woFCIsLAzOzs5ITExEUFAQPD094ejoiNHRUbrNiVAoRGhoKCIjIwEACoUC48ePh1gsRmdnJ3Jzc+8q2eZeudlBGvr6rVy5Em5ubnB2doatrS2dxQrccLzFxcU4cODAmNWkMaEoCiEhIbQjVSqV4PF4mDlzJrq7u1FYWHjHzFBzYNDkXLx4MWbMmEE7s/379+PIkSNmT4oYGBjAkSNH8PDDDyM+Ph4LFizAhQsX0NHRAY1GY9JJ9cjICA4fPgwAyM/Ph1QqhY2NDZ0VKxQK0dfXBy6XC39/fwQFBWHRokVgMBjIyspCQUGBxftH3pMHyc7OxjPPPIP4+HhotVr8/ve/x9SpU2mFegB48cUXcfjwYezatQsSiQTr1q3DwoULceHCBQA3HqRZs2bB2dkZubm5kMvlePTRR8Fms/Huu+8a/y+8CbVaDaVSCS6Xi8cffxx9fX04deoUzp07h6tXr47ZSHd2dkZmZiamTp2KNWvW4OLFi2ZzaHZ2dpg3bx4mTZoEiqKgUqmwZcsWVFRUmGTT3pAV19fXR7+MFQrFPTk0NptNb2Tn5OSYbVYLAH19fSYbj8/nQyaTITAwkJZK8vb2hkqlQldXFx0Grq+vp1f2iYmJiIyMxNq1a6FUKsFkMqFUKlFUVISCggKjz2QJIaiurkZ0dDR4PB44HA7c3Nzg5ub2gz+j0Whw4cIFfPPNN+jv7zeqPQDoDMrExEQIhUIwGAxwuVz4+PjgT3/6E1pbW7F9+3YcPHgQly9fNvr4dwOPx4OrqysyMjLwf//3fxCJROjo6MDXX3+NI0eOmCUJ5HZcvXoV/v7+mDFjBtasWQMul4vi4mK0tLSgv7/fZMkihBCMjIxg165d9NcEAgH8/PzAZrPh6uqK+vp6iMVizJs3D8uXL4e3tzeeffZZ+Pj4YNOmTbhw4YLZthp+6I/4yRjUCLKzswkhhPT19RE2m0127dpFn1NeXk4AkIsXLxJCCDly5AhhMBikvb2dPuezzz4jYrGYqFSquxr3pyqFrFq1iuTk5BCNRkPa29vJ0qVLf1BehsVikfHjx5OKigqi1WqJt7e32Sr2lyxZQvdhGh0dJWVlZUQikZhURWHevHkkKyuLqNVqsm3bNuLq6nrXP0tRFHn55ZdJVVUVaWlpIX5+fiaXDwNuyJdt2rSJHDlyxGS96yZPnkw++eQT0tHRQbRaLRkcHCRFRUXknXfeIfHx8bf9GXt7e7J161aiVCppFZHq6mqyfPlyk32GYWFh5N133yVXrlwhQ0NDtKyTQVpNq9USjUZD9Ho90ev1ZHh4mLz66qsm+2ykUil5+umnaSUcg0qKwQ6dTkfa2trIO++8Q9hstsnvldvdsykpKWT79u20EohGoyGrV68mzs7OZrfn+webzSaBgYHk+eefJ5WVlaSlpYX8/ve/J+Hh4Ra3jaIoIhAIyIQJE0hZWRkZHh4mo6OjpLi4+CdJ4N030lfV1dUEACkpKSGEEJKVlUUAkN7e3jHneXp6ko8++ogQQsjrr79OIiMjx3y/rq6OACD5+fm3HUepVJL+/n76aG5u/kkfRFxcHPnggw/IwMAAmT17NhEIBHc8PzIykhQVFZnNobFYLDJhwgTS1tZGNBoNUavVpKqqiiQnJ5tc2ikyMpL8+c9/JlqtlqjVahIUFHTXP7tixQqSlZVFenp6yNGjR80mI2ZwaHl5ebc0HTWWHuAzzzxDcnJyiFqtJr29veSpp54irq6uhMVi3fbvtLe3JzNnziRlZWW0JqZBFmv37t2Ex+OZ5FpQFEVYLBaxs7MjYWFhZMWKFeTvf/87+fvf/07efPNNsnjxYpKQkECqq6uJVqs1qUNzdXUljzzyyBhZN71eT+rr68mHH35IFixYQI4dO0Y6OztJUVER+f3vf2+W+wW4Ie8kkUjIu+++S6qqqsjw8DDRaDSkp6eH1k80lZbkT/1MpVIpWbNmDblw4QLZtGkTSUlJsbhthmspk8nInj17iEKhIEqlkjQ0NBB7e/t7el/dF9JXer0eL7zwAlJSUjBu3DgAN1qbcDgc2NrajjnXycmJ3vtpb28fs59m+L7he7fjvffew9tvv/1TTaUpKyvDuXPn8Oijj+KJJ55AaWkpWltbbxuukkqlCAgIgJeXF7Zu3WryZTSLxYKzszNeeOEFSCQSUBSF9vZ2XL58GYWFhSav6zLsA1EUBSaTiaSkJAwNDd2xkJSiKMTHx2P58uUYN24cent7ce7cObMlz1AUBS6Xi5aWFggEArrtTmpqKjIyMrB+/XqUlZX9rJAaRVFobW3Fjh07sGHDBlRVVaGvr29MOJbH4yEqKgqTJ0/G+PHjERoaCnd3d2g0Guzduxf29vaIjo7GhAkTsHDhQlo+icPhQCQSGWXfgfy3hKG/vx8jIyNoa2vDuXPnANwIKSuVSkgkEtruY8eOobi4+GeP+32kUimmT5+Op59+mk5SAW4UNV++fBmffvopFAoFqqursXbtWiQnJ2Pu3Lk4e/YsLl68aNJ7h8/nIyQkBH/4wx8wfvx4SKVSsNls6PV66PV6xMXFwdfXF729vWhqakJNTQ2am5tNkoh1Nxg+076+Puzduxeurq4QiUQmb19zt+j1eigUCvz5z39GW1sbHnnkEchkMjrvwBJqJz/ZoT3zzDMoLS01SU3U93n11Vfx0ksv0f8fGBj4SR/qyMgImpqakJeXh/j4eMybNw9Hjx6l9z8MeHh4IDU1FTNmzMDo6Cj2799v8v0zR0dHzJo1CwkJCWCz2dBqtSgtLcWOHTvMsnenUChQVFSEo0ePYvr06Vi8eDGGhoaQlZWF3t7eMeca0vOTk5OxaNEiREdHY2hoCBcvXsSpU6eMbhuPx4Ofnx9iY2Pp/RjgRnw/IiICDAYDTzzxBBQKBa3y4O3tjaysLMjl8p/l0AyJH6Wlpejo6IC7uztiYmLA4XDA4XDg6OgIFxcX+Pv7Izg4mM6SO336NAoLC5Gbm4uoqCjY29tj3LhxmDdvHrq6utDT0wOJRAJnZ2ds377dWJeKbuVhKB+4GRsbG9ph9PT0mOyF09XVhUuXLqGhoQFarRaTJ0/GyMgIurq6aG3Q4eFhHD58GBKJBJmZmZg/fz6uXLlidAUVDoeD6OhoREVFwcPDA15eXkhLS6PbIwE3Ji0CgQCxsbEAbiS29fb2oqurCwqFAhUVFbh06RIqKyuN3tLmbjAUNDs4OIDFYpm94PpO6PV6NDY2oqmpCQMDA3B0dERERASOHDnyv+PQ1q1bh0OHDuHcuXNwd3env+7s7Ay1Wo2+vr4xq7SOjg44OzvT51y5cmXM7zNkEhnO+T5cLnfMbO/n0N3djaNHjyIlJQWLFi2CXq/H5cuX0dHRAR6PBxsbG8TFxSEzMxNhYWHIycnBxYsXTZqSauhDNm/ePDg7O9OSWNnZ2WaTkerr60NxcTG2bduG+Ph4TJo0CZ2dnVAqlcjPz6f/fhaLBXt7e4SEhGDlypWYOXMmlEolrl69iuPHj5tEVFUgECA6Ohpr166FnZ0dgBurDkIIgoKCaD1Hw+pEp9PR7ep/bjq/Qcx3aGgImZmZcHd3h5eXF9181cvLCw4ODuDxeBgaGkJHRwdqa2uxY8cOnDt3Dj09PRgaGoKvry/CwsKQlpYGhUKBnp4esFgsEEKM6tB+DMPLkNzYbjD671epVCguLkZnZyekUik0Gg1sbW3h7OwMHo8HqVQKpVIJkUiEwcFB9PX1QSwWY+rUqXj33XeN1s3b0PssODgYixcvxrRp0+Dj4wOBQDDm71ar1fRk1tDQlsfjjSk7kcvl2LRpE4aGhozq0Pz9/cFkMqFQKNDd3X3bz8OQXZiamgovLy80NDRYVK7v+wgEAgQGBsLZ2ZnuF2dI77cE9+TQCCF49tlnsXfvXpw9exY+Pj5jvh8bGws2m42srCw89NBDAIDKyko0NTUhKSkJAJCUlIR33nkHnZ2d9A108uRJiMVis1Sfd3R0YMeOHViwYAFiY2Ph5+eHsrIyXLlyBa6urggNDYWvry9UKhUuXbqE1157zSSp8jfj5OSE8PBwukBXoVDgyy+/xIEDB8w2G9NqtbQu44IFC5CZmYkVK1YgKioKW7ZsoQWHJRIJYmNjMXnyZHh7e0OtVqOoqAj79+/HsWPHjD7DBm5kUDo4OCAkJITO+uzr64NCoYBer0d7ezt27NiBCxcuoKamBsPDwxgZGUFvb+/PLh8YHR2FWCxGRkYGMjIyQAiBTqejGxzqdDo0NjZidHQUeXl5yM7OxpkzZ8a8+MrKynDkyBHMnDkTQqEQK1euxMjICIqLi7F58+afe3nuGp1Oh66uLvrFaYraveHhYQwPD6OxsZH+mqOjI1asWIHQ0FDMmDEDzc3NiIyMRHJyMqKiosBms+Hr60s/i8bofM5kMuHo6Ihnn30WK1asAJfLpUN4hntUq9WitbX1Fmfi6+sLW1tbsFgsMJlMODg4ICgoyOhNZdetWwdbW1ucOnUKBw4cGJPBTFEU2Gw2JBIJYmJi8Nprr6G0tJRe+ZsSHo8HvV4PrVZ728kFg8EAk8kEi8VCaGgoXnvtNSQmJkIsFqO/vx+VlZWWW0Xey4bb2rVriUQiIWfPniVyuZw+RkZG6HN+/etfE09PT3L69Gly7do1kpSURJKSkujva7VaMm7cODJ16lRSWFhIjh07RhwcHMirr75613YYo8Enl8sljzzyCPnPf/5DSkpK6CydLVu2kJdffplMmTLFLNlOLBaLvPbaa6SxsZHud/byyy+bNavy+wePxyOnTp0ifX19tzQYNWzyK5VKUldXR1544QXi7Oxs0qQViqIIm80mtra2xNbWlojFYiIQCIhMJiPbtm0jmzZtImFhYSYZe+LEieTFF1+kEyw++OADMn36dJKQkEASEhJIXFwc4fF4P5oIw+Vyib+/P/1zwcHBxMHBwayfq1AoJKtXryajo6Nk48aNZMKECWYZVyKRkNdee41UVlbetvefoS/akiVLjNasVSgUkpSUFDIwMEDft3K5nJw9e5Z88MEH5O233yYpKSnE3t7+lp/18fEhy5cvJ1999RVpbW0lOTk5ZM6cOcTR0dGo12X+/Pnk4sWLJC8vj/zrX/8iycnJ9DF//nzyhz/8gWRnZxOtVku2bdtGoqOjTZ4RSlEU2bBhA3nppZdITEzMLd+3sbEh4eHh5Ne//jXZv38/UalUdPZqfX09WbdunUWzHClC7j7u8EMzuk2bNuGxxx4D8P8Lq7dv3z6msPrmcGJjYyPWrl2Ls2fPwsbGBqtWrcL7779/14XVAwMDkEgkd2v2DyIQCMDlcsHhcMBms6HRaOjDEIowZTIGh8PBSy+9hIceeggRERHQaDT4+OOP8c9//hM9PT0WVVHw8vJCQkICpkyZgtmzZ8PZ2RmNjY2oqKigW9x8+eWXaG1txfDwsFnEiL9//xkUC4Ab94QpVodcLpeW+wFAt/4x/L2EkLuugWOxWHQoxpCIYE5VdUM/tEuXLmH//v10WNTUGPZ/IiIisGDBAjz66KMQCAS4fv06mpqaIJfLcfbsWezbt89oPdEoioKzszP2798PoVCIq1ev4siRIzh9+jTUajUIIVAqlbddhTCZTHC5XPB4PPB4PGi1WgwMDECtVhv18+Lz+XBzc0N8fDzS0tIQExMDT09PUBSF3t5eVFZW4ty5cygvL0deXp5J6y0NUBSFwsJCODo6ora2FtevX0dnZyeam5vh5uaGpKQkBAQEQCQSgcfjgc/nQ61W4+TJk/j6669x/Pjxe5YK7O/vh1gsNo799+LQ7heM5dAsCUVRiI2NxYcffoioqCjweDy0tLTg4YcfRn5+vlkLk2+HYa/MxcUFnp6eEAgEGBoaQl9fH5RKJUZHR1FdXX1fbVBb+XG4XC5ef/11hIeH47vvvsOWLVvMMq5B99LT0xMBAQFgsVjo7e3F0NAQRkZGIJfLjR7a53K5SEtLA5vNRldXF1paWky+fXCvGMLprq6ucHZ2ppv4GhJTWlpaoFAoxgipmxKKovD6669jyZIlsLe3h1qtxujoKIaHhyEQCODo6EjvF3d2dqKmpgaFhYW4cuUK8vPz0dnZec92GtOhPVBajvcLTCYTUqkUixcvRkhICEQiEeRyOc6cOYPy8nKTrDTuFa1Wi46ODnR0dJg8Zm/FfKhUKuzduxcpKSnw9PSEWCw2i/i2TqdDb28vent7UVRUZPLxgBt/qymybo2JRqNBW1ubWdT87wZCCA4ePAiRSITk5GR4enqCwWBAJBJBIBCgtrYWzc3NaG5uhlwuR21tLV3+ZImsxu9jdWgWwNCHau3ateDz+VAqlaioqMCXX35pMWV/Kw8OeXl5aG1tpVfh1nvOys0UFBTQJU4x98etbAAAbKJJREFUMTF0N3EnJyecO3cOly5dQnV19X0hRvx9rA7NAhh00QwtTwoKCnDgwAGLadpZefB4+OGHLW2ClfuYyspKixWU/xyse2gWgslk0q0ZdDrdmHRiK1asWHlQsO6h/QIwqCVYsWLFihXjYJlybitWrFixYsXIWB2aFStWrFj5RWB1aFasWLFi5ReB1aFZsWLFipVfBFaHZsWKFStWfhFYsxytWLHyQEFRFPz8/BATE4Pw8HDY2Njg+vXr2Lp1631ZLGzl7nngHZqdnR2kUins7e3h5ORE14YZdNRqa2strqtoxYoV48BiseDg4IB58+YhLS0N0dHRsLGxQUFBAcrLy03SZPSn4OLiAjc3N0gkEuTk5JjV0fJ4PPj6+sLNzQ0ikQjDw8Nob29HXV0d3W/wfuWBdWgikQhcLhcxMTH0kZaWBkdHR1AUheLiYhw6dAiff/45mpqaLG2ulf/CZrPB4XDoXlXAjSJ1vV4PtVoNlUplccFkBoNBq/RzuVywWKwxnQL0ej2GhoYwOjpqkpeDobml4WCz2bc0XNRoNHTfuAcJoVCIiRMn4sUXX4SDgwN9XcaPH48lS5agqKjovnBoCQkJWLBgAcLCwjB79uyfJPr7U2AwGAgICMCjjz6KjIwM+Pr6oq2tDefOncO2bdtQWVkJhUJx307yH0iHxuVy8dxzzyE9PR0BAQGQyWS0DBX5byffcePGwdnZGc7OznjyySfNcjNZuTNcLhfBwcFISkpCREQEPDw8AAAODg7o7++nu2afP3/eYjayWCxIJBJkZGQgKioK6enp8PPzg62tLSiKAkVR6OnpwUcffYTt27ejoaHB6DbY2toiNjYWqampSExMRHR0NN1M10B+fj7Wr19v1gaj9wOurq5455134OjoCAaDQT/vWq0WNTU1983qw8PDA6GhofD09ISdnd2YxqymgsFgQCqVYv/+/XB1dUVfXx86Ozvh4uKCxx9/HCtXrsTGjRuxY8cOXL161aS2/FQeOIfm6OiIGTNm4Ne//jVkMhlYLBbq6+uRk5ODmpoasFgszJkzB/7+/mCz2UbvUnsveHt7IzIy8rbf02q1OHz4sJktMj88Hg+Ojo5ISEjAkiVLkJaWBj6fj4GBAbS2ttLn+fn5ISoqCosWLcLGjRvx97//3eyTkKioKGRkZGD+/PmIiIgAg8EYs5I02GNra4t169bB19cXr7/+utFamnz88cfIyMiAh4cH3VGYyWTS499MREQEPv30UyxfvhzTp083yvj3imEVy2azIRQKkZKSAplMBm9vb7i6uoLH40EikWDZsmVjOoD/FNhsNlJTU7FixQq4uLiM+V5jYyN2796N//znP1AqlT9rnP9l+Hw+JkyYAEdHR2zYsAHHjh1DbW0t7O3tIRQKsXnzZixcuBCEEFRVVaG/v9/SJt/CA+fQ2Gw2bG1tUVZWhnPnzkGlUqGlpQVFRUUYHh7GnDlzYGNjAy6Xi+bmZhw/ftxiq7PY2Fi8/vrrIISAoijaDoqioFQqwefzcfjw4Z/csp6iKMTFxWFgYAACgQD29vYghKCpqQmdnZ3QarXQ6XRGb2x4t/j6+mLKlCnIzMxEcHAweDwesrOzUVBQgMrKyjEOTSgUIjIyEqmpqXjiiSdw6dIlFBYW/uRrc6/Ex8fj0UcfxeTJk+Hu7g6BQAAAaGlpAYvFgq2tLXg8Hv1Z2tvbj+l/9XOgKArvvfceZs2aBQ8PD3of+E6wWCywWCyIRKKfPf6PERERgaCgIHh5eY1p9Ovs7Aw7OzsIBAL6GhnCxQqFAufOnUNhYaFR2pKIRCLExMRg+vTpYxoJK5VK1NfX48SJE2a7V+5XtFot2tvboVQqceLECVy6dAkjIyNoa2sDk8nE8ePHkZaWhpSUFKxcuRKffvqppU2+hQfOoQ0NDaGgoADd3d0oKCiAWq3G4OAgent7ERwcjPHjx8Pe3h56vR5yudwsHX1vx81ZWHq9ng6PADdeYGq1Go8++iiUSiWuXLmCzs7Oe/r9PB4PM2bMwPTp06FUKsHlciEWi0EIQVdXF3p7e6HT6TA6Ooq2tjZcvnwZDQ0NZnNsIpEI8+bNw9SpU+Hv74+2tjZkZWUhPz8f1dXVkMvlY9qesNlstLW1Qa/XY8aMGfD7f+2dd3xT1/n/P1dbsmxZsi3vPfHANtjGBrPBDhtCCoGEkVBIgKRJM8u3GU1amjZt0iZp0qQ0CRnMhLAhBMw0GBsvjDHeeFvelmVrS+f3Bz/dYkbC0DBw36/XfYF1r3Sec++55znnOc95ntBQXLx40W6d1JgxYzBq1CiEhoaCxWKhra0NhYWFKCoqAgC4ublBJBJhxIgRCAsLozOl32qW9p+DoijMmjULAQEB4PP5AK50Tnl5eWhubkZ7ezvUajUEAgFGjBhBf08ikaCtre2uy/85vLy88NBDDyExMRGBgYHw8PCAwWCAUqmEWq0GRVFgs9nQ6XQoKChAZ2cn+vr60NbWhvPnz6OiosIqDhFjxoxBamrqIIWqUqmQk5OD/fv3o6ys7BcHrkKhEFwuF0aj0eZrj83NzWhsbERgYKBNy7kao9GIuro6bN26FZcuXUJvby8A0IOMvLw8xMXFwcPDA+Hh4XaT63Z44BSaUqm8TklxOBzI5XLMmTMH06ZNg5OTEz1ru3jxos1lEovFYLPZg6bwfn5+9MtHURTq6+tpZcLj8eDq6ooZM2bQThA5OTm3NZIViURYsmQJZsyYAS6XCwD07OFqVCoVqqqq8PXXX+Pw4cNobm7GwMCAzdcaoqOjkZGRAX9/f1RWVmLHjh344osvbnq9wWDA5cuXkZubC7VaDS8vL6soi1uBw+EgJSUFvr6+4HK5UKvVOH78ODZv3ozCwkLo9XqIxWIIhUL89re/hZ+fH614rAFFUQgJCaF/U6VS4eLFi/j6669RUlKC8vJy9PT0wNnZGYsXL6a/5+3tbTOFT1EUnJycMGHCBKSkpMDT0xNcLhcajYbOtVVSUoLOzk46UHdRURE6OjqgUqms6tjj6uqK6dOnIykpaVD7bm1txZ49e7Bjx47rTJoWRctiseDj4wM2mw13d3eIxWIMDAygpqYGXV1dNhvg1dbWorKyEunp6RCJRNe9l7bAZDKhpaUFH330EVpbW687X1paiu7ubri7u9N9xlDjgVNo10JRFDw8PJCeno7f/OY3cHV1RVdXF3bu3In//ve/Ni+bw+EgLS0NUqkUu3btAnBlRHTixAmEhYXh0Ucfhclkwu9+9zvo9XpQFAVfX1/86le/wujRozF37lxotVqw2WwcPHjwlssmhECj0UCv19ML4zeCz+dj+PDh+Mc//oFTp07h/fffx+nTp9HV1WWNW3BD2Gw2nnrqKTrp6alTp25pJqHX69HT04OqqioEBATY5aWjKAoymQze3t4QCoUwm83o6OjAypUrB43iu7q6IBAI0NfXB7PZbHUztuU3KYpCfn4+MjIyBnnrURQFtVo9qE3bQg4LQqEQiYmJ+OCDD/DBBx8gKysLDQ0N4HK50Ol06OjosNtsf/r06UhISIC7u/ug+l68eBHl5eU3XJ8Ti8W0OfTtt9+GTCajzcb9/f3Yvn07nZDXFvdwYGAA/f394HK5iI6ORmlpqd0cVm6WB+3y5cs2q6+1eKAVGpvNRmhoKBYsWIAXXngBLi4u6OrqwiuvvIKsrKxBazTWhqIoJCcn4+uvv0ZoaCjdGZnNZvj7+6O9vR1ffPEFNm7cCADXvfxfffUVDh06hISEBCQnJ6OxsRFFRUW37GDQ09ODFStWYNKkSaitrUVPT88NXXEDAwMxd+5cLFq0CKNHj4bZbIaHhwc2b95ss9G9yWTCr3/9awD4WWV7LW5uboiJiUFCQgJOnjxplxePoih4eXkhNDQULi4uqKiowObNm68zSXl7e+Ppp5/G888/DxaLRee/s0anTgjB6dOnkZqaCmdnZ8THx2PHjh2YM2cOfc3w4cMH/Q0AJ06cwIkTJ+66/Bvh4uKChx9+GDKZDD/++CPOnz/vMA/CDz744Ib5E48fP476+vrrPg8ODsbChQvx1FNPwcvLCywWi/ZQBa7cb0sbs7VZm8fjYeLEifjhhx8cvh1l+vTpdjWB3gkPrEKjKAqrV6/GnDlzEBcXRy+Od3R0gM/nW9UkdC1eXl549dVXkZycDF9fX1AUBZVKhfLycmzduhX9/f0Arrw4N+sEtFotNm7ciD/96U8ICAjAww8/DGdnZzz77LO3LIdWq8WJEydgMBhgMpluqAAGBgbQ1NSEvXv3YuvWrUhISIBKpUJHRwf27NlzZzfgFriTjj45ORnLly+H2WxGXl6eQxb5zWbzdbIHBQVhypQpeOKJJ8BisaDT6bBv3z5s377dKm77ZrMZK1aswP79+xEXFweJRIJx48Zh48aNeP755/H6669j3rx51zmgxMXFwd3dHTt27LhrGa6Gx+PBx8cHM2fOxNatW9HR0eFQd/iGhgaEh4dDKBQOMqvn5OSgqalp0LWzZs3C448/juTk5OvM1leb/dhsNl5++WV8+umnOHfuHP3O2gJ7mBtvBZlMZtN+0Ro8kLEcORwO5syZgwULFmDEiBHw8PCgvQjlcjkeeeQRPPPMM3j00UetWq5YLEZgYCBGjRqFmTNnIjY2FgKBAN3d3Thz5gzeeecd7Nu375YWwY1GI7KyslBQUICBgQH4+fkhOTn5tmUaGBiAXq+HyWSiO+OrD4t5qLS0FEqlEjweD8HBwUhMTLxus66j4PF4GDVqFKZOnYqIiAgcOnQIBQUFDlFoMpkMsbGx9N9hYWGYOXMmFi1aBLlcjra2Nuzduxc7duxATk6O1UbdjY2N2LhxI/Lz88Fms+Hi4oIpU6bgvffew+zZsxEcHAwPDw+4u7ujoKAAeXl5yM3Ntckasa+vL0aNGgUvLy/U1tZCKBRCJBLdcPuAPejt7aXNr1crB7VafZ1VQiKRIDg4GN7e3r+4BpuWloaRI0fC19fX6jL7+PjQ+yyHCuPGjaMH4EOVB3KGxuVyMW3aNMTFxYHFYqGhoQEKhQJ9fX3w9PREQkICoqKi4OnpiQMHDgzyprsb4uLiMHz4cCQlJSEkJASEEKhUKhQVFWHfvn3Yu3fvLf8WIQQ1NTWora3FsGHDIJPJbLpnTqvVwmAwgBACqVSKoKAghzVsy4K9QCCAl5cXoqOjMX78eCQmJqKnpwfbt29HQ0OD3Wz9BoMBOp0OJpMJEokEkZGRYLFYiIuLw/jx4zF9+nSkpqaCoijk5ORg+/btOHv2rNVN2rt376adT2JiYuDr64snn3ySPm8ymdDd3Y2tW7dCr9fjwoULKC8vt6oMFjP+hAkTIBQKERAQgMzMTLS0tKCzsxPt7e30hl17zdquVaaEEJSUlAzac8ZmsxESEkLPWrlc7g3bz9XbZwQCgc2UtK+vLwICAmzy23fKsGHDIJVKrbKNwlY8kArNsu7R1dWF9vZ25Obm4scff0RFRQUmTZqENWvWIDQ0FBEREYiNjcWZM2esUu7ChQsxZ84c+Pn5AbjyYp0/fx7ffvvtHW2StuyXs7xktuzA2Ww2+Hw+WCwWhEIhZDKZzcr6JVxdXSGTySCXyzF9+nSsXLkSbDYbZWVl2LlzJ77//nu7KTNCCPr6+tDR0QG5XA6RSAS5XA4fHx+88sorGDNmDORyOTgcDlQqFT799FNkZ2fbZPZYU1ODr776Ct3d3XjvvffA5XIHDTosSmzbtm0220DM5/MRHh6O0aNHQ6vVYv78+Zg/fz56e3vR0NBAb2U4dOgQurq6aKckWxIREQEnJyf6b5PJhI8//hg9PT30Z0KhEMuWLcOaNWvg5OR0U2VmOQghKCoqwqlTp27qRHE3uLm5OTSow42w9DGWvalDkQdSoWk0Gvz617+GVCpFa2vroBHHF198gejoaDg7O8Pf3x8rVqxATk6OVV66iIgIBAYG0r/FYrHw7LPP4sKFC7f9W3w+H2+99RYeeeQRev3PViZAy6hbKBSCxWKBx+NBLBY7ZIbG5/Pxxz/+EcuWLaM3L1dWVuLvf/87jhw5csNFfltCCEFzczMqKyvh7+8PJycneHp6oqCgAFKplL5HHR0d2Lp1K44cOWLTDry+vh6nT59Gbm4u0tPTbVbOzdBqtaitrcVPP/0ElUqFy5cvA7jiaDF8+HAsX74ca9euRVFREf7whz/g2LFjGBgYsKlMXV1d9B4y4HrvTkvA4iVLloDL5dJroDd6TpYOva+vD5999hmqqqpsKvtQpLGxET/++KOjxbghD6RCI4Sgs7MT3d3dN3Q+qK+vR2dnJ9zd3eHm5ma1ci3rUpaRzoYNG+7Y/Z3H4+Gpp54Cn8+nQ9Fs377darJacHJywrBhw/Dll18iODgYHA4HBQUF2Lx5s0OCuBoMBuzYsQP9/f2YMmUKEhMTAQAxMTGoqamxq6kRuKLs3dzcIBQKBwVLtriIt7S04Ouvv8bnn39utwCzEokEqamp130uEAgwZswYjBkzBnl5eTYxHZnNZhw9ehSnT58e5NRkmeHLZDLMmzcPL730Ej755BNs2bIFf/7zn20aRqmgoADOzs43nfEEBgZi6dKl8PT0/MVBodFoRFtbG9auXYvjx4/bXBlrNBps2rRpSM2IdDqdTbft3A0PpEIDbu5BaDGZeHp6ArDurMdirlCr1cjPz8cnn3xyWw0jKCgIkZGRSEhIwIQJEyASiUAIwfHjx297De5WZJ04cSImTZqElJQUhISEgMPhoLa2FqdOncKxY8esVtbtYDabUVxcjKamJhw6dAijRo0aFFEkPj4eX3/99SBzki3g8/nw8vLC6NGjsXz5csTExFznGl5bW4sffvgBP/74IxobG+02AGCxWDfcg2eJwv/nP/8Z27dvx08//XRH1oFfwmAw3HALiFqthkqlwrZt29Db24uVK1diypQpGBgYwDvvvGOzCO5yuZwOPq7X69Hc3IyysjLodDo4OTkhKioKc+bM+cX1MLVajfLycnzzzTc4c+YMBgYGbDJA8fT0xLBhwxASEgKTyWSXwMS/hMU6o1AoUF5ePmRnpg+sQrsZaWlpiI2NhVQqRU9PD86cOWP1xmQwGNDa2ory8vJbXhifOnUq4uPjERMTg7i4OCQkJAC4sjl0//79OHToEGpqaqwmI5vNRlJSEubNm4fg4GA6PmBdXR2qq6vR3d1NdxLXQgixaXqJnp4e9PT0oK6uDk1NTdDr9UhNTYWfnx+mTZuGqqoqHDx40GadgJubG2JjYzFq1CiMHTsWkyZNus78SgjBmTNncPjwYZSXl9tNmfn7+yMqKmrQZwcPHkRvby+GDRuGhIQEpKSk0NE5FArFXQf+vVUs7aKhoQH79++Hv78/Jk2ahJkzZ6K0tBS7du2yyWbrqqoqREREwMXFBRRFgcvlQiAQ0Arezc0NoaGhPys3RVHo6OhAcXExDhw4gO7ubqvLacHJyQlubm6QSCTo7u62yzrjz8FisTB8+HDweDx0dXWhra3Nao5y1oZRaP8fFosFiUSCRYsWYdiwYeDz+WhoaMB3331ntTIspkYWiwUXFxd4enr+7CiPw+FAIBBAJpPh2WefxbBhwyCXyyEUCtHf34+GhgZ8//33OHjwoNW91SiKgqen53XBbrVaLZydnTF8+PAbmkEsqTjq6+uhVCptqtgMBgOqqqrw8ccfo6ioCPPmzcP48ePxyCOPIDs7GyqVyqodAZvNhlQqRXJyMj0rtHiiKZVK9PX1gcvlwsPDA2w2G9nZ2bhw4QI6OzutJsPPIRAIkJqaioyMDPozS3SQsrIyPPLIIwgPD4dIJEJaWhra2trQ0NCAAwcO2EW+q2lpacGOHTsgEonw5JNP4rnnnsPRo0fpSCrW5OTJkxg9ejS8vLzA5XLh5eWF9PR06HQ6sNlsBAQE/GxAZ5PJBLVajdLSUpw+fdqqA8cbwWKxbpolwRGw2WyMHz8efD4fXV1ddmvPd8IDodDYbPbPzoQoioJYLMbDDz+MRYsWQSgUoqWlBZWVlVZtvBaF5uzsjIceeggvv/wySkpKburxJpfLkZiYiCVLltBRRCxedXl5eZg+fbrVZLsWo9GI/Px8REVFITMzE8CV+zRjxgzMmDHjpt8jhKC/vx9vv/02fvjhB9opwJbodDocO3YMGo0GLBYLy5Ytw/fff48TJ05YbY3DMuBZtWoVli9fjoCAALDZbFqB79+/H7t374avry/eeOMNuLq6WqXc2yE2NhYPP/zwoIgghYWF6OrqQnl5Of773/9i/PjxmDhxIthsNubOnQu5XO4QhQYAZWVlyMvLQ0ZGBkaMGIG0tDScPn3a6qN/ywzLMovmcrl4++238ac//emG3sGWZQbLmndHRwfOnDmDzz//HIcPH7aqbPcCLBYLQUFB4HA4KCkpwfnz53/xekdk5wDuc4XG4/EQFhaGDz74AGvWrLmh3ZfL5SIpKQlLlizBkiVLIBQK0dTUhM8++wwbNmywqjx/+9vfUFpaiszMTAwfPhyrV68G8D9vKos78NX/Xh1lf+vWrSgsLERFRQVKS0utKtu1EEKwe/duNDQ0oKOjA8HBwUhNTb2l+IhisRirVq1CSUmJ1RXa1Z5q1w5SioqKwGKx8PDDDyM9PR3nzp2zmkLjcDgICAjAq6++SntX9vb24tSpU/jNb36Dnp4euLm5wc/Pz2GBWxMTE+ktIRY++ugjXLp0CQCgUCgwY8YMdHd3D3JjdxQGgwFnzpzBP/7xD2zYsAHz589HWVmZ1RWaWq2mN1FfvVn6ZrEsLZ1xT08Pdu/ejc8++wyXLl2yuQPIUIXNZuOhhx6CUCi8pWvXrl2LEydO0LEf7cl9rdBcXFzw2GOPYfjw4Rg3bhx0Oh0aGhpoc1pMTAymTJmCtLQ0REdHQyAQoKqqChs2bMDhw4et7liQn5+PyspK/PTTT/jHP/6BmJgYejR4rSIDruTSunTpEkwmE15//XV0dHRAo9FAq9XaJRGhRqNBUVERXnvtNfD5/EEp652cnDBy5Mibuu4fP36c7kithUAgwO9//3tcuHABOTk5aGxsHHRer9ejs7MTlZWViIyMtGqYHj6fj5EjR9J7u/Lz87Fnzx5s2rQJCoUCLBYL6enpmDRpEkQikUOiqFy6dOm6WJ5FRUW04xGPx0N8fPyQifACXBkU1NTUYGBgAP7+/jYJrXTs2DG4uLhgwoQJSEpKQnR09C19j8PhwNPTE01NTdBoNHZbx0pPT7dJ9JE7gaIoCAQCeqP5tQ4/bDabDiYwZswYzJkzBwUFBbQnsr25rxUaj8dDZGQkXFxcsHDhQkilUlRWVsLb2xuRkZEICQlBeHg4fHx8IBKJoFAo8Mknn+Do0aOor6+3eiQDy0hRp9Ph008/RXJy8k0VGiEEly9fRmFhIe3ZZ+9pPCGElhnAIAXC4/GuUyhXU19fb1Wly2KxMHnyZMTGxt50FE8IgVarRX19Pdzd3a26T47H4yEqKop+XtXV1cjOzkZTUxPkcjlSU1Mxc+ZMJCQk0Dnl6urq7JoBubKy8joHDw8PD8jlcnh7eyMgIGDQLLu7u/u6WIb2xmg0QqvVwmQy0UECrE1fXx9OnjyJpqYmnDlzBoGBgUhKSsKwYcPA4XBgMBhgNBrpTN8WGfh8PqKiogZ9Zg/8/f3tknj1VhAIBAgKCoJIJKL7H8san7e3N6ZOnYro6Gj4+vrCyckJlZWV2Ldv3023RNma+1qhAVfMB2w2G2PHjoWLiwsaGxsRFBSE0NBQODs7Q6fTobe3F1VVVSgpKcG2bdvQ1dVl07A8fX192LFjBy5cuPCzL0pra6vNF6Bvh6udQPR6vdUdUX4OFouFlJQUeHl50R5618LlcunoKbYKrWQZpfN4PHh4eGDUqFGIi4vDlClTMGrUKPj4+ECtViMrKwtVVVV2jSfZ3t6Ouro6tLS0wMfHBwAwbdo0uLq6Ijg4GCEhIRg2bBiAK23w0qVLdAJSR8Fms8Hj8Wxupq2vr0dLSwvy8/Ph5OSEKVOmID09HTwejx5kjh49GgKBAM7OznBxcQGXy4VSqbT7jFYsFt/Ug9jeWAIpaDQa8Pl8+Pv7IzExEQKBAHFxcVi8eDGCg4OhVCrp/alZWVkOk/e+VmgajQZ5eXm0/XfkyJFITEyk96BZPAVzc3Oxf/9+nDlzxi4uzJa9JfZyl76fCAwMRFBQENzd3dHe3j5oFOjm5obhw4dj/PjxWLdunVXXPDQaDU6cOIGnn34aHA4HkydPxvDhw9HV1YWUlBTaacdgMEChUODVV19FU1OT3d2t8/LysH//fqxcuRIA8Nprrw06b5nFFhcXY//+/Q6P+CAUCuHu7g6RSETHCrUVFnOZSqXCt99+i+PHj8NsNqO/vx9arRaZmZkQCoWIiopCfHw83N3d8fHHH9t9tnF1oHCDweAwBwvgSvDy4uJiFBQU0Fss0tLS0NHRgYiICJjNZpSWluLAgQPYs2ePTfY13hbkHkSpVBIAv3iwWCwilUrJv/71L9LW1kZaWlpIfn4+OXDgAPnoo49IamoqkcvlhMfj3dLvMYfjDoqiyPDhw0llZSUpLCwk69evJwEBAfR5kUhEli1bRrKzs8mZM2eISCQiFEVZrXwOh0MCAwNJVVUVUavVxGAwEKPROOhoaWkhe/fuJcuWLXPovZo0adJN3x2z2UzWr19P/P39Hf5MWSwWmTx5Mtm1axcxGo3k7bffJj4+Pg6Xy9HH4sWLSXZ2NmlpaSHffvstYbPZDpWHzWaTcePGkebmZmI0GonBYCBqtZrk5uaSRx55hPj4+BAOh3PHv69UKq2mGyhChnD60ZvQ19d3w4R9N4KiKDg7O9P7TCzecSaTCRqNhh4NMQx9OBwOli5digULFiA6OhoqlYr2ZIyPj4dcLkd7ezvee+897N692+rPlc1mIzg4GNOnT8fs2bORlpZG782xbG4vKipCY2OjQ1LXWPDw8MCUKVPwzDPPYOTIkairq8OlS5dQVlaGgoICZGVlQaVSObzdz549G48++ihmzpwJpVKJqVOn4vLly7eUPul+RiAQwMnJCWw2G3q9Hr29vY4WCTweD66uroPMrwaDgU4/dTdtSalUwsXFxRpi4r5XaAz3F76+vggKCoJMJgMhhF7vdHV1BZfLxcDAAMrKytDe3m6T8rlcLnx8fODr60tvoNbpdGhubkZrayt6e3sd3iFzuVzIZDJERkZCJpNhYGAASqUSSqXS4Rtj2Ww2YmNjMWnSJGRkZGDYsGEwGo345z//iS+//BJqtdrhYZ4Y7Auj0BiFxsBwT8JmsxEZGYmxY8fSUUtaW1vx9ddf2z2wNMPQgFFojEJjYGBguC+wpkIbOjssGRgYGBgY7gJGoTEwMDAw3BcwCo2BgYGB4b6AUWgMDAwMDPcFjEJjYGBgYLgvYBQaAwMDA8N9AaPQGBgYGBjuCxiFxnDP4+npifXr1yM7OxsFBQV49dVXh1TOr6ECl8tFbGwscnJy8MEHH2D8+PGOFomBwarc19H2bwaXy0VGRgbmzJkDoVAIvV6P5uZmfPjhhw4NC8RwZ6xevRrTpk1DaGgoOBwOFixYgL///e92lSEqKgrz5s2Dm5sbzp49i++//96u5d8KYrEYixcvRkxMDNrb25ngBAz3HQ+cQuPz+QgMDMRjjz2GGTNm0GkrmpqaUF5eju+++25QRtahglQqRVpaGgghaGxsRGlpqd3K5nK5mDBhAtzd3XH+/Hk0NDQ4JBvt1bDZbAiFQshkMsyaNQthYWEQiUSgKArDhg3DsGHDUFlZOSiHmy2Ry+WYNGkSHc5pqCk0qVSKxMREZGZmQq/Xo6qqCm1tbY4Wa8hAURQ8PDwwYcIEtLS0oKWlhQ4K3N3d7VjhHAhFUeByuQgPD4dcLodMJgNFUejp6YFCoYBKpUJbW5vD45fS3E5o/j//+c8kKSmJiMVi4uHhQebMmUPKy8sHXTN+/Pjr0gM89dRTg66pr68n06dPJ0KhkHh4eJCXXnqJGAyGW5bjVtPHXHtQFEV8fHzImjVriNFoJA0NDaShoYF0d3cTjUZDcnNzibe3t8PTNdzoGD16NCkpKSHnz58nb7/9tl3LdnV1JSdOnCBarZb86U9/IomJiQ6/R66uriQlJYWsXr2a9Pf3E5PJRB9arZasWrWKuLq62k2ecePGkcOHD5Pu7m5y6NAhh7eXqw8+n0/Gjh1L/vvf/xKtVkvOnTtHRo8eTQQCgd1kEAgERCaTER8fH+Lv7098fX2Jh4cHcXZ2vqvUI9Y6eDwemTlzJunt7SW7d+8mL774IpkxYwaZPn06kclkhMvlWjUd0d3cRzc3N+Lj40OcnJxsKhOLxSLOzs4kLi6O/OUvfyFZWVmkra2NdHZ2kuzsbPKXv/yFPP300yQ+Pp7I5XLi5OR0R+VYM33MbSm0zMxM8uWXX5LS0lJSXFxMpk+fTgICAkh/fz99zfjx48nKlStJa2srfVwtsNFoJLGxsWTKlCmkqKiIHDhwgLi7u5N169bdshx3qtCEQiGZPHkyuXDhAtFoNOTRRx8lCxYsIBs2bKA7wxdeeIF4eXk5vOFefVAURf7617+SlpYWMjAwQPbs2WPX8i0KTaPRkN7eXvLJJ584PJ/WhAkTSF5eHp2XzGAw0IdKpbJ7JzmUFdrYsWPJZ599RsxmMzGZTOQ///kPCQkJsasMU6dOJR9//DGpqKggPT09pLm5mezZs4f85je/IREREQ6/RxKJhBw8eJBoNJpBOe70ej354IMPSHR0NBEKhQ6Xc9KkSeSrr74i1dXV5IknniASicRmZbm5uZGFCxcSpVJJv1uW+2L5W6vVkr6+PnLgwAGydOnSOyrHYQrtWtrb2wkAcuLECfqz8ePHk+eee+6m3zlw4ABhsVhEoVDQn/373/8mLi4uRKfT3VK5d6rQoqKiyLp164harSbffPMNcXd3Jy4uLmTJkiWksrKSmEwmsmXLFhIeHu7whnv1cbVCq6+vJ5988oldy79aoRmNRvLNN9+QsLAwh9wLT09P8vrrr5Pi4mL6BbMMRk6cOEF+/etf3/FI8W6O4OBgsm3bNqJQKIaUQgsPDyc//PADUavVDlNo69evJyUlJUSr1dLPy6Is+vr6SEFBAUlNTXXYDMjHx4esXLmS6HS6QTN9i5xarZbs27ePTJs2zaHPMiYmhvzjH/8gAwMDxGAwkIsXL9r0Obq7u5PFixcTrVZLTpw4QV588UXy3nvvkW+++YZ89913pK+vj1ZsAwMDJD8/n0ycOPG2y7GmQrsrVzClUgkAkMlkgz7ftGkT3N3dERsbi3Xr1kGtVtPncnJyEBcXB09PT/qzzMxM9PX14eLFizcsR6fToa+vb9BxJ7i7u8PPzw8mkwlbtmyBSqVCf38/SktLsXfvXgBAeno6goODIRaL76gMW3PhwgUcP37c0WI4jOeeew7z5s1DaGgoWCwWnW7k+PHj2LRpE/bs2YOBgQG7yyUWi8Hn8yEWi+Hj4wMfHx9QFGV3Oa6FzWZDIBCAz+eDEAKTyYTa2lpotVqbl01RFB599FHMmDEDoaGhUKlUOHz4MN555x1s3rwZ9fX19PrM3//+d4wYMQJCodDmcgFAQEAA0tLS4O3tjcjISLz00ktgs9kAAHJloE9fy+VykZqaSieRdRTjxo3DiBEjIBAIwGKxwOPxbNrGVCoVzpw5g+XLl2PdunXYunUrPvroI7z99tt488038eSTT6Kurg56vR48Hg9+fn54/PHHHdru79gpxGw24/nnn8eYMWMQGxtLf7548WIEBgbCx8cHJSUlePXVV1FRUYEffvgBAKBQKAYpMwD03wqF4oZlvfPOO3jrrbfuVFQaHo8HPp8PnU6HqqoqGI1GmM1mtLW1obi4GMCVxf2oqChUV1fbxfGBxWIhODgYwcHBkEgk2L17N4xG46BrKIpCaGgo+Hw+mpqacOnSJZvLNRTx9fXF+PHjERoaOqjj+/vf/46CggIUFxfbLLHnL+Hk5AQ+nw8ejwcXFxc4OztDoVA4PL8Xn88Hh8MBRVEwGAyoq6tDdnb2HQ8KbxWKouDk5IRHHnkEQUFB0Ol0OH/+PL755huUlZXB3d0dlZWVGDduHEaNGoXExESkpKSgvr7e5tm+WSwWEhMTMW3aNAwMDMDDwwNhYWEghMBgMIAQAjabTSs4hUIBiUQCf39/+Pv7W62NcTgcTJ48mR5kl5WV4dy5czdsM3w+H6GhofD29gZFUXZpV3q9Hq2trTh8+DAGBgag0+lACAGHw4FUKoVGowGbzQZFUaAoCmaz2eHOYnes0NauXYvS0lJkZ2cP+nzVqlX0/+Pi4uDt7Y3JkyejpqYGoaGhd1TWunXr8MILL9B/9/X1wd/f/7Z/R6/XQ6lUoq2tDT09PXSjUCqVqK2thclkAofDQXh4OLy8vFBbW3tH8t4OHA4HycnJmDVrFtzc3HD48GGoVKrrRojDhg2DUChEZ2cnmpqabC7XUIPFYiEpKQlBQUEQi8UghNCDkfXr19u8g/4leDweOBwOOBwOuFwuOJyh4UDs7+8PkUgE4Er7Ly4uxrlz52zulcbn8xEREYGJEyfCyckJJSUlOHbsGHbv3k3PoMvLy9HT0wMfHx9ERUUhLS0NBw8etPnWGYqiMHr0aMyfP/8661J1dTXYbDakUik8PDxACEFWVhYCAgLQ19dH30trwOfzsWDBAqSlpUGv1+PAgQMoLCy8bkALAMHBwQgMDIRUKrVa+b8EIQQ6nY5uK5Z27erqivDwcGRkZEAmk4HD4UCn00GhUCA7O9uhg7g7euueeeYZ7Nu3DydPnoSfn9/PXjtq1CgAVxpKaGgovLy8kJeXN+gai/uwl5fXDX+Dz+eDz+ffiaiDaG1txblz58BisQa9NAMDA2hsbERPTw/c3d3h5eVltz06AoEA48aNw8KFC9HV1QWJRIL+/n66UXA4HMjlckgkElAUBZVKhZ6eHrvINlSgKAoCgQCLFy+GWCyG2WwGAKjVamzatAkmkwlsNps2FTl6VgRgyCg0ywzJ0jkVFBTQ98+WyGQyrFq1Ci4uLiCE4MSJE9i5c+cgc3BTUxPOnj2LyMhIDBs2DOPGjbPLe8disTB+/HiIRKJBbUWv1+Odd96Bq6srpk6dipkzZ8JoNGLVqlXw9PSE0Wi06sBJLBYjOjoaUVFR0Ol0EAqFWL9+PUwm03Vt+IknnkBKSgrc3Nzoz+zxHC1wOBz4+PjA3d0dERERmDBhAp588knajF1fX49Tp07h6NGjdpPphnLezsWEEDz77LPYuXMnjh8/juDg4F/8jsWU5+3tDQBIS0vD+vXr0d7eTtujDx8+DBcXF0RHR9+m+LdHTU0NampqsG3btuvOabVaZGdnY9asWTaV4Vri4+Ph7e2N3t5e5Ofno7GxcdB5iUSCFStWwN3dHT/99JNd958NFfz8/PDCCy/g4YcfHhQBxGLqmDlzJkwmE1QqFVpaWnDhwgUHSguIRCLMnz8f5eXlDt2fw+PxEB4eDhcXF5jNZvT29t7QpG0LOBwObR7bsWMH9u/fj/Ly8uuuM5vN9L5PX19fJCQkoL29Ha2trTaRi8ViwcnJCUKhECwWi17vUalUeOaZZ/D9999DLpfD29sbs2bNAovFQlpaGvLy8qy+Njtv3jy4u7sDANrb2/Gf//wHarX6hgOy8ePHD5pNms1mnD59epB/gi2gKApCoRBr1qzBr371K4SFhQ3KLt3Q0IDvvvsOR44cQWFhocMH27el0NauXYvNmzdj9+7d9BoBcKXTFQqFqKmpwebNmzF9+nS4ubmhpKQEv/3tbzFu3DgMHz4cAJCRkYHo6GgsWbIE7777LhQKBV577TWsXbvWKrOwW+FmI3h7j+zDw8Px/PPPIzk5GXV1dfj6668HnXdzc0NiYiKSk5OhUChw/Phx1NTU2FXGoYCHhweWLl0K4H/PiBACoVCIJ554Ao899hhtv29tbUVhYSFeeeUVu45gLVjkc3ToLYFAgLfffhtRUVEQiUSoq6vD/v37UVtba5d2LhKJkJqaCoqi0NDQgJ6eHpjNZlAUBS8vL/T29kIoFCIkJAQxMTEArtwzDodDr13ZAnd3dyxfvhyhoaHgcrno6OiA0WiEQCBAVVUVTCYTWltbUV1djcbGRvj4+GDVqlWoqamxukKbMmUKbULUaDS4dOnSdc+GzWYjJCQEPj4+dP9oMBjQ1taGP//5zzY1z0qlUsTExGDRokWYP38+nJ2dweVyYTaboVKpUFhYiHXr1qGxsREqlWpIbK6+LYX273//GwAwYcKEQZ9/+eWXWL58OXg8Ho4cOYJ//vOfGBgYgL+/P+bPn4/XXnuNvpbNZmPfvn1YvXo10tLS4OTkhGXLluHtt9+++9rcBUajEfX19XZTaiwWC48//jgSExPR1taGw4cP4/Tp04OukUqliI6ORnx8PPh8PhQKBR294EGCzWbD1dUVhBB6QdwyO5NKpfRnBoMBnp6e8PHxQXV1NbZu3Wr3+zVUPBulUilmzJgBsVgMFouF9vZ2nD9/nl7H7ujogEqlskkkFWdnZ/j5+dEjeaPRCJPJBGdnZ0RFReHJJ5+EQqGAu7s7wsPDERcXB+DK0kNDQwPtPW0LuFwu/P39wePx0NfXh927d6OiogJhYWFQKBQwm80wm83o6OhAdXU1fH19ER0dDalUitbWVqtGEfL19aWVFIvFgkgkAovFGjQQEwqFmD9/PiQSCe3V29nZic8//xyNjY02i2okk8kwdepUzJ49G6mpqXBzc4PJZEJjYyPKysqQm5uLs2fPoqysDFqtdkiY+YE7MDn+HP7+/jhx4sQv/k5gYCAOHDhwO0XbHJPJhM7OzkGdpa1gsVhwcXHB9OnTIZfLkZeXh5MnT17n7CEWi+Hv7w8vLy8YDAb09fXZ3MQw1JDJZAgICLila7lcLng8HsRiMR555BGcOXMGGo3GLiPH3t5eqNVqmEwmm5f1c1AUBXd3d0yZMgVhYWH0Wp5QKERQUBDtTNXU1ISmpibU1dWhqqrKqrNZy7vT19cHd3d3hISEYPTo0Rg2bBgSEhKwYMECdHd3QyqVQiwWg8fjgRCCyspKtLS02HTbBZ/PR3BwMCiKQm9vL86ePYusrCyEhISgu7ub7uMGBgbQ2dkJiqIgkUggEonAZrOtqkD6+vpo86+zszPGjRuHnp4e+j1ns9kIDAzEzJkzaRNpb28vLl68iB9++MGm7XrEiBGYNm0aMjIy6FlkRUUFsrOzcebMGeTm5qK6utpm5d8pQ2Pl2oFY3HNFIhGcnJwAXDGXuLq6wtXVFQMDA1YfBXE4HHh5eSEiIgIcDgdtbW3o7OyEp6cnvcjKYrHg5eUFLy8vUBRFv/QPGlFRUbRF4GpzowVCCNra2mAymSAUCuHs7AwWi4WoqCikpKRAqVSivr7e5nJWV1dDoVDQLueOcgrh8XiIjo7GunXraHd9AIiJiUFkZCQ9I1CpVKioqMBPP/2Ev/3tb1Z1dujr60N1dTXOnz+PCRMmIDMzE2PHjgUhBM7OzhCLxdd56xFCcP78efT19dnMVMxiseDq6ko7qvX09KC3txcNDQ1oaGgYdC1FUYP2OdpikHvy5EmEhITAyckJcrkca9aswejRo1FXV4empiYIhUIkJycjISEBwBVTY3l5OQ4cOGDzdeKHHnoIqampg57TyZMnsWPHDpSWlkKj0dBboIYSD7RCEwqF8PDwQHBwMJKTk7FixQpwuVw89NBDiIiIwOTJk7FhwwacO3fOqiNvvV6P6upqaLVaODk54dlnn8XTTz+N/v5+Otinm5sb3NzcBi3ArlixAgDw448/2n0mYHmhr15ItwdeXl6IiooC8L91qWvLj4mJQW9vLxYtWoRXX32V3i7y2Wef4dlnn8Unn3xicznVajWam5uhUCjg4+ODkJAQh6yjeXl5ISYmhr5nlg7ZMnAzm83Q6XQQCAQYMWIEXFxcUFhYiJ07d1pVjq6uLnz88ccYNmwY5HL5oHZ8tVyA/cy0Pj4+SExMpJ0rSkpKbhqgWSAQwNXVFRRFQSQSQSgUWn2Q8v7770Mul2PGjBn0rDExMRGJiYnX3RNCCMrLy7F9+3Zs2LDBqnLciIsXL2LEiBEICwujP1u9ejW9XWvLli0oKSnBoUOH7OJkdKs8cAqNz+fDx8cHzzzzDCZMmABvb284OTmBw+EMckoJDAzE4sWLMXv2bLz11lvYtGkTent7rTZLMpvN+Otf/4rMzEx6vcHJyQm+vr7w9va+oeKYNm0aeDweJBIJNm/ebBU5bhWLO7zZbLbrTPFqV/yr19CAKwvpX375JT1KvFpGy1qEPWWtr69HXV0dAgMDkZCQ4BCFNmbMGDz88MP03zqdDsePH8e5c+dox4Zjx45hxowZePzxxxEdHY3ExESrKzSVSoUDBw5g8uTJ9B5LNpsNk8mEiooK1NTUYPz48cjMzER6ejr9HVsO1JKSkvDYY48BuNJW6uvrb7he5+vri5SUFIwbNw7AlbVsmUwGgUAAlUplNXk0Gg3++Mc/Ijs7G7Nnz8a4cePg7e19nVMMIQQ7duzAv//9bxQVFdklEs6WLVvQ0tKCuro62iELuNJvRUZGYt26ddDpdPjwww9RXl6O8+fPo7Ky0uZy/RIPjEJjsViIiYlBeno6MjMzMWLECPB4PFRUVMBoNCIwMBAhISEghKC2thZKpRJ8Ph9RUVF45plnUFNTg7y8PHR1dVlFHrPZjO3bt+Po0aMQCAQQCoWQSqVwd3dHTEwMZs6ciaCgIGg0GhQWFqKurg5msxnZ2dk4e/asVWS4E2pqalBVVWU391yLUr/2387OTuTn5yMrKwtGoxEBAQGIjo5GSEgIfU1tba1d3YgtDgUURdnUU+9mSCQShIaGIjw8HIQQaLVavPbaa8jNzUVLSwu9xhcaGor09HT4+/ujr6/PZh2RJTLJtm3bwOPxAFzpnAcGBqBWqxEcHIy+vj4QQmA0GpGTk2PTSBMikYienfX19SErKwt1dXXXXRcbG4vIyEhwuVwQQtDV1YXOzk6bRDDp6enBsWPHcPHiRXz22WeQyWQYOXIkRowYgejoaHpr1LZt23Dx4kW7BRDQarU4d+4c7bCWkpKC0NBQJCYmwtvbG0KhEAKBAMuWLUNRURFMJhOj0OwFRVFISUlBRkYGxo0bh4CAABQXF6O6uhoXL14Ej8dDWloaQkJCYDKZcPjwYVRUVEAikWDBggWIiorC5MmT0dLSMmjh+G6xLMwDV0xCTk5OcHJygre3N4xGI73O8eWXX6K5uRmEENq+7igUCgVaWlrsFuKmtbUV5eXlmDx5Mv1ZfX09zp49i927d6O4uBgeHh6YNm0aUlNT6Y3XCoUCu3btGhIvmb3w9/dHQEAAZDIZCCHo6OhAVlYWbVbj8Xjw9vbG0qVLkZqaCr1ej/z8fBQWFtpMJr1ef8P2KhAI4OnpCQ8PD+h0OpSVleHixYs2DXtl2RZgNptRVlaGhoaG62Y7ISEhmDhxIr2VwGw249ChQ2hubrZJ/EuLM5rF/V4gEKChoQFCoRDBwcH0+QsXLqC3t9euW1F6enqgUqlQV1eHy5cvw9fXF8XFxYiKikJQUBBGjBiBoKAgOiDEUOCBUGhCoRBz586lPXYKCgrwn//8B8XFxejp6UFQUBCcnZ0BXEnmt2fPHuTk5EAmk0EoFMLb2xuTJk1Cbm4uqqqqbOJpaDKZ0NfXB51Oh6ioKLi4uKCtrQ0nT57EN998M2Ts1JaXz16LwTU1NcjJycHatWvpgURlZSWysrJw5MgRuLm5IT09HYsWLUJCQgJtcjxy5Ai+/fZbu3pi6fV62g3eEbM0b29veHh4QCgU0hvNRSIR4uLi4ObmBrFYjLi4ODz++OPo7e3FsWPHsGvXLpSVldlVTous8fHxCA4OhlqtxpEjR9DU1ASj0QgulwsnJyfIZDI0NTVZfWsBIQSlpaWD2jCbzaYHRhkZGYiMjKS3gmzatAktLS12eQe1Wi0aGxthMpkgEolgNBpRVlaGjo4OuycettTf4g0KANnZ2YiPj8eMGTMwYsQIu8pzKzwQCs3i+mo2m7F582a89957dBZaiqLg5+eHcePG0SF6qqur0dvbC6VSifXr1yM0NBRTp05FYmIiPZK0BSwWC6GhoRg7dizc3d1RWlqKEydODAllZlnbaGlpsXmsvatpb29HdXU1bcqzOKb4+Phg3rx5WLFiBZKSkgYpD5PJhF//+td2v28tLS1obm6mvVJdXFygVqvtJodaraY7fzabjZiYGNrxQC6XQywWw2QyQa/X49NPP8Xu3btvGL3DHmRkZCA+Ph4ymQz19fU4cOAA3cbkcjnGjh2LFStW4KmnnkJ9fb1V19auXZvmcDjw8PDAb37zGzz77LN04Guj0YiOjg4cO3bMrspkwoQJSEtLQ2BgIPr7+3Hs2DFoNBqHezlb7huXy6VDmgH/M7UPBe57hUZRFMaOHQuxWIwDBw5g69atg1KqDxs2DFOnTkVmZibMZjO+/fZbOpo2IQQqlQpPP/00Zs6caXNTG4/Hw9y5c+Hs7IympiacPHkS+/fvt1l5t4pGo8GGDRtu6H1lDxQKBT7++GOsXr0abDYbEydOxIQJE2hZrt6Maon67QgUCgUUCgVYLBbtZfnKK6/YbAB0LR0dHde1T4uLusFgQEtLC3bv3o09e/YgNzfXYZv0ORwOZs6cCR8fHzQ3N+PYsWM4deoU3UH6+voiOTkZqampiIiIQEtLi1UV2rWKIT4+Hm+88QamTZtGu+prtVqUlZVhzZo1dh8YRUZG0mZjpVKJf/7zn3ZJ9/NzsFgsxMbG4je/+Q0yMzPpDClKpRI7duxAbm6uQ+WzcN8rNEIIioqKUFdXB39/f6Snp6OqqgparRb+/v5YsGABHnroIXpqf+bMmes8mXp6erBr1y4YjUabRFYArtjOQ0ND8dRTT0EoFCIvLw/FxcUOH5UBV2Y8lrBAPj4+8PDwsGv5ra2tePfdd6HRaLBq1Sq4urrS5yyej8D/1tZ27drl0A3OFk/M+Ph42pRtD5qbm1FRUYG6ujp4enrit7/9Ldzc3NDd3Y329nYoFApcvnwZKpXK5ilabgaPx8OiRYuQlJQEiUSChoYGlJeX39CN39p7v3Q6HVQqFdhsNkaOHIm33noLAQEBCA8Ph4eHB+1Z3N/fj5KSEuzduxelpaV2fQdFIhGSk5NphWE2mx2S3+9qBAIBli5dilWrVtG5Is1mM5qbm/H+++/j4MGDQyYDyH2v0IAr6zAXLlzAiBEjsHDhQvj7+8NsNsPLywsjR46Er68vWltbsWHDBiiVyutG+Gaz2abheIArL7pcLoeXlxfq6upw+PBhFBUV2bTMW8USqZ0Q4pDUKEajEa2trdi6dSu4XC5SUlIQFhZGb0RvaGhAYWEhzp49i7y8vOs6SHvR29uL9vZ29Pf3w8nJiU7EaC80Gg1Onz4NPz8/rFy5EuPGjUNWVhYKCwvR3NwMtVrt8EgzfD4fkydPhouLC9rb21FQUHBdwlqj0QiFQoEDBw6gvr7eajOk2tpaZGdnIyUlBUFBQZDJZJBKpXBxcaEHIQMDAzh+/DgOHz6MY8eO2XVmRFEUZDIZgoOD4eLigp6eHrsParlcLp0ix9fXFyEhIXTizmHDhoHP56O3txelpaXYuHEjTp06hebmZpsN9G+XB0KhdXd348SJE5BIJEhJScHy5cvB5XKh1WrR19eH0tJSlJaWYvfu3Q4Z2bPZbMhkMiQkJIDNZqO2thYXLlwYMqMeNpuN4OBgsNls6PV6uy9OA/+LJGG5P7GxsfD19QUhBNXV1Th16hTOnz9/Qzdse6FUKtHY2Ijq6mrEx8ejpaXFrpEUzGYzSktLIRQKERAQAEII7Ulrre0md4NIJEJoaCiSk5PB5XJRX1+P4uLi66Je9PT04Pz586iurkZTU5PV3sm6ujrk5ORAr9fTe8uujj7T39+P7Oxs7Ny5E9nZ2Q4J7SQWi+Hq6go+n4+uri67bjvhcDjw8/PD6NGjwWKxEBISgsjISAQEBCA5ORmEEDQ2NuLChQv46aefsGXLFiZSiKP4/vvv0dTUhObmZixcuBBsNhtnz57FmTNncPbsWRQUFDhslMHj8RAWFoZHH32Uds13tJnhavh8PmbOnAkej4fOzk6HBkguLCy0qZv53aDX61FTU4P9+/fD19cX+/fvt7si6e3txeHDh3H48GG7lnsryOVyzJo1CxEREXQU/oaGhus6xdraWpsk1+3q6kJFRQXa2troPI6EEOj1egwMDKCyshJvvPEGysvLHTaTNZlMMBgMMJvNcHV1RWxsrN3KFggESE9Px6effgo+n0+H4dNqtejo6IBGo8HevXuxd+9enDp1akg4q10HuQdRKpUEwH1z8Hg8MmHCBJKbm0sUCgUJDQ0lXC7X4XJZDoFAQNasWUN6e3vJtGnTHC4Pc9ybR0REBPnwww+JyWQiZrOZbN26lcyaNcuuMnh4eJAXX3yR6HQ6YjQaSVNTE/n666/J8OHDiUgkcvg9oiiKbNu2jbS2thKj0Ujq6ursVrabmxt5//33iUajIQaDgSiVSpKfn09efPFFMmLECMLj8WxSrlKptJpuoAgZAl4Ht0lfX9+Q2chnLSx7bywRtYeKG6wFgUAAJycn9PX1OcTkyHDv4+bmhnHjxuHrr79GQUEBfvzxR2RlZeHcuXN2k8GS/dwSiNySYHQoZEqwsHr1ajz55JNITExEU1MTgoKC7FLu1XErAdAzNJ1OB4PBYLMZmVKpvC7W553CKDQGBga7wOVyIZVKMWLECPT09KCjowNdXV02d7i617BEfHF1dYVGo8HRo0cdLZJNYRQao9AYGBgY7gusqdAcmyeegYGBgYHBSjAKjYGBgYHhvoBRaAwMDAwM9wWMQmNgYGBguC9gFBoDAwMDw33BAxMphIGBwTFIpVI68ahOp0NRUZHDgiMz3N8wCo2BgcGmjBgxAs8//zwyMjLQ2NiIzMxM1NXVDZmNzAz3D4zJkYGBweaYzWaw2Wy4ubnBy8vLrlkIGB4cmBkawz2LVCrFxo0bQQjBm2++ifPnzztUHg8PDyQmJmLWrFmYO3cu9uzZg+3bt+PChQuDkso+qDgiOezdIJFIMGfOHKxduxZyuRw//PADtmzZgvz8fJuXPWrUKEybNg3Tpk1DWVkZmpubUV1djfb2dqhUKhBCYDAYcOnSJfT39w+5UHmOglFo9xijR49GaGgo8vLyUFFRYbdyeTwexGIxUlJSEBMTg+DgYDrR55EjR3D69GlUVlbaNQI3h8NBTEwMCCEQi8V2K/dGzJgxA5MnT0ZCQgICAwPBZrMxffp0+Pv747vvvsOuXbuuSxzLMHRxcnJCZGQkli1bhujoaAgEAri6uoLL5dq8bIqiMHLkSEydOhUxMTHw9fWFWq2GSqWCVquFwWAAIQSEEJSUlGDbtm3IycmxuVz3AoxC+/9YAnPGxMTAz88PYrEYer0e1dXVNh2RcTgciEQiUBT1izHtvLy8MHbsWAwfPhy1tbV2UWgcDgcSiQTJycmIjIxEUlISoqKiEBAQADc3NwBXZiZSqRTHjh1DUVGR3ZQaRVFwcnICm82Gs7MzeDye3VMAsVgsxMTEYMGCBRgzZgycnZ3R0NCAEydOYO7cuUhJSUFFRQWysrIcptDkcjn8/f0RFBREhxgqLS1FbW3tkMiTNtQQiUSIi4vDzJkzMWLECAiFQiiVSigUCnR2dtq8fGdnZ0RGRiIiIgJcLhednZ1QKpUwGo3g8/mQSCS0yTYkJAQjRoyARqNBfX29XfOnDUUYhYb/ReAODw/HypUrMWHCBPj4+KCvrw/bt29HYWGhzab0np6e8PPzg8lk+kXFGR0djeTkZAQHB9tElhshkUgwcuRIPPfccxg/fjx4PB4A0CYPnU6HpKQkuLm5QS6Xo7W11e6JSXk8HqRSKcRisd1Me2w2G3w+HzKZDIsWLcL06dNhMplw4cIF7Nu3Dxs2bICPjw8mT54MiURCZwG2NXw+HwKBADweD87OzgCuOGVMmjQJmZmZdOT2DRs2YOvWrTh9+jSTPeEqOBwOwsPDMXv2bDz55JP0AKCxsRGXLl3C5cuXbS5DWFgYgoODIZVK0dPTg02bNuHy5csYGBiAVCqFl5cXnTXeYDDA3d0dY8eOhVqttppC43K5NzURs9ls8Hg8cLlcsFgscLlc+nqNRgO1Wu0wMyij0HBlRBYWFobf/e53mDdvHt1YTCYTUlJSIBaLabu1tVm2bBnCw8NRUVHxiwpNJpPRaS/sAZfLRXx8PP74xz9i5MiRAEDfA71eD4VCgby8PPD5fMTGxmLevHnQ6/X4v//7P7vJCFx5wQQCgV3MQRY8PT2RnJyMxx9/HOPGjYNWq8Wnn36KH374AZcuXQIAqFQqu3nyWTqfuLg4jB49GvHx8Vi8eDEoigKLxQKLxRrUQT322GPQ6XRobW21y0z/Xlk/Cw4Oxu9//3tMmjQJUqmUbu81NTVoa2uzi/Vh6dKliI6ORn9/P8rKyvDRRx9Bq9Xe9HqBQEArk7uFoihwuVwEBwfTaWSuxcPDA7GxsQgPD4ezszPCw8MRFBQEgUCA06dPY9++fdi8ebNDsig88AotISEBqampmDRpEubMmQM2m02fE4lEiI6Ohp+fH6qqqqw6kqUoChMnTsTSpUuhUqnsuh52q5hMJmg0mkGjvu+//x779u1DTk4OtFotOjs7wWazsXz5csybNw+pqakQi8UYGBiwyQDgRvT396O2thZtbW12KQ8AvL29ERUVBZFIhN27d+Pzzz9HRUXFoJf4kUcegV6vR1NTE9rb261afkBAAKKiohAeHg4Wi4WVK1dCJpNBJBJBIBCAzWYPasvXIhQKERoaitjYWJu3vaSkJPj6+tqtPdwJLBYLQUFB2Lp1K8LDw+kZNSEEP/zwA9avX4/KykqbyyGVSjF16lQEBATgwoUL+OKLL35WmQH4xfO/hFwuR3BwMCIjI+Hv74+pU6ciOjr6ZwfPlkESAHrQBABTp07FhAkToFarceTIETQ3N9+VbLfLA63QVq1ahdmzZ2PYsGGQSCT0zMxCX18fzpw5g7q6OpuMzAICAiAUCjEwMGD137YGZrMZzc3N2Lp1Kz788EN0d3ejo6MDPT099IzVaDSCzWbDaDRCJBIhKCgIYrEYarXaph0Ym82GSCSiy7Z3Z1leXo7W1lbs2rULOp0O7e3t0Gq1IISAw+EgLCwMXC4XJSUlqKmpQX9/v9XKfv755zF+/HgEBwfTJjFPT09wOBx6JmYymZCdnY2qqioMDAzA398fqamp8PLyAnClE5LL5QgJCbGaXDdDoVBApVIN2VmaUChESEgI3n33XURERNAznv7+fmRnZ+Mvf/kLqqurodPpbCoHi8XCuHHjIJFIYDQaUVtbix9//NGmZQJAUFAQZs+ejQULFoDH48HV1RVCoZAeEJnNZrS3t9PvmdFoRE9PD06fPk3/BofDgbe3N+bMmQM+nw+pVAqBQGBz2a/lgVRobDYbCQkJmDt3LpKSkuDs7Ize3l4cPXoUcXFxtDeTUqnEqVOnoFarrS6DZd2OxWKhoaHhtkZ/9uwYurq6cPLkSbS3t9+0U/bw8EBQUBDkcjm6u7uh1+ttrmDEYjFCQkIgEonQ09Njd3v9wMDATQciIpEI06dPB4fDwdmzZ3Hp0iWryMdiseDv74+ZM2fS7ZSiKPT29qKsrAwXLlxAT08PDAYDTCYTSktL0dLSAq1Wi5EjR8LPz49WaADoNVBbo1Qq73oWYSsoioKXlxcyMzORmppKz8y6urpQUlKCjRs34tKlS9DpdDZv0xwOBwsWLICzszMuXryIs2fPoqOjw6ZlAleeT09PDwYGBqDRaGgrg0KhgEKhgE6nw6VLl+gBm8lkglqtRlVVFf0boaGhGD9+PACgs7MTjY2NVh3E3SoPlEKjKApCoRD+/v6YP38+Ro0aBWdnZ3R2dqKkpAQ7duwYNOpVq9UoKyuzmTwymQwUReHy5cv0ustQY2BgALW1tT97TUpKChITE+Hq6oqcnBy7mBulUikSEhIgFApRUVFhd+/Gm8FiseDi4oLZs2dDqVQiLy/vF+/frUJRFCQSCSQSCQwGAxobG9He3o6mpiYUFBQgKysLra2tdMejUqloM7lAIBhk9jSbzejq6rKLA4+91zdvB5lMRns0WgYI/f39uHjxInbv3o19+/bZRRnzeDwEBAQgIyMDQqEQubm5OHXqlF0Gas3NzTh79ixt8bBQU1OD6upqaDSan1XqfD4fXl5e8PT0BCEEVVVVqKioQG9vr81lv5YHRqFZlNmwYcPw61//GsuXLweXy4VarcbFixexZcsWnDp1Cu+//z74fL7N5eFwOBg3bhwAoLe395Zcus1mM92ghkIHQVEUeDwennvuOSQlJUGpVKKlpcUuo343NzckJycDALKzs4eMu7JAIICPjw/S09Oxbds2VFVVoa+vzyq/bTKZUFJSgm+//Rbh4eGorq7GwYMH0dnZedvu93q9Ho2NjSgvL7eKbD9HQkICvL29QQiB2WymHWUoigKbzQaLxQKbzaY9Z69u57aEy+Vi9OjRePTRR+nZBSEEly5dwnfffYfPP//cLm0ZuNKeFy9eDKlUCqPRiPz8fOTl5dmlbItpNTs7+46+7+vri/T0dEyePBkmkwmnT59Ga2ur3e7d1TwwCs3Pzw+LFy/GwoULMXz4cABXFMRHH32EXbt2obu7G7/73e/soiicnJyQnp6O9PR0NDc3o7a29pZGypcvX0ZnZyfi4+OxYMECHD9+3Oay3gwej4eQkBC8+uqriI+Ph8lkQmFhIT744AO7lN/Y2Ijdu3djwYIFdinvVomMjMSKFStAURRWr15tNWV2NRs3boROp4Ner7/jETybzYaTkxMkEomVpbseiqJAURRtprp48SKMRiMiIyORkJCApKQkjB49GgqFAt988w1yc3PR0tJic7n8/f2xcOHC69rQnj17kJWVZdcOWSqVYtasWaAoCkVFRVZ3IrIVAoEAy5cvR0ZGBng8Hjo6OrB3716H+QU8EArNz88P//rXv5CcnAypVEqvQX322WfQaDRYsmQJRo4ciZiYmEGOIRaPo71791pVHldXVyxcuBBcLhceHh4YNWoUOjs7B80y2tvb0dXVNahDtEQsZ7FYdplF3gwWiwW5XI6VK1di7ty5EIlE2L59O77++mvU1NTYRQaJRIKoqCi7lHWrBAcHY/LkyZg+fTo2b95sMzNoX1/fbc1gBAIBpFIp3N3d6c80Gg0qKytRWFhoCxEH4erqCoFAQHvN9vf3Y9SoUXj55ZfpdSs+n09vk9m6dSs2bdqEoqIim8qVlJQEHx8fuj8ghKCoqAhnz55FXV2dTcu+Fq1Wi6qqKowYMQIGgwFBQUGIi4tDc3PzkA6b5uXlhfT0dERERKClpQXvvfceCgoKHDI7Ax4Qhebk5AR/f3+4u7uDzWbTXjtSqRSRkZEICAiAt7c3xGIx3VEQQkBRFPh8vlXd0FksFkQiEUJCQujoJBY32as7QIuCu9oUGRkZicjISPB4PHh6etosMoaTkxM8PDyu8/q04OPjg1GjRmHGjBkQi8XYtGkTduzYgcLCQrtt0hWJRPD397dLWbeCVCrF7NmzMX36dOh0OmzZsgUTJ05EZGQkXFxcMDAwgNLSUhw7duyun9nttkMXFxf4+/sjNDSU/v65c+dQUVFhl47n2j1wYrEYjzzyCOLj4yGXy2mvzIaGBohEIowePRoqlcpmCo3FYiEzMxPLly9HdHQ0/TlFUfjrX/+KkpISu6/J9vX14fjx45g/fz7Cw8OxbNkyZGRkoL29nXYQKSsrGzLh0zgcDoKDg7F69WqEh4dDr9ejvr6e3s7jMLkcVrIdYbPZ4HK5gxY8CSGIiYmBj48PpFIpfY6iKOj1ejQ3N+P8+fPIzc21uixisRj+/v70JsawsDCEhYUNuk6tVkOj0QxqHEKhEE5OTiCEwMvLCzwej47rdrdIJBJ4e3vD398fMpkMQUFBdFSQa/Hx8UFcXBxCQ0PR2NiIXbt24ezZs3YNo8TlcmnnnaFAUFAQRo8ejbi4OKhUKvj6+mLMmDGIjY2Fs7MzBgYGUFJSAgA4ffq0XffpBQYGIjw8nA5VRlEUqqur7bpvzwKHw8HYsWMxceJEyOVymEwm9PT04Ny5cygoKIBMJkNERASioqLg4eFhEy8/iqIwadIkpKSkQCqVAgCMRiPKy8tx5MgRhzgz9Pf3IycnB9XV1ZDL5YiPj0diYiIGBgaQmJiIoKAgnDt3DiUlJaiurnao0mCxWHB2dkZaWhpmzZoFNzc3XLp0CVlZWXaJpPJzPBAK7VpYLBa8vb3h7e19w/MKhQL79+/Htm3bcObMGauWzeFw4OTkBB8fHxiNRjpkjKVzM5vN0Ov1YLFYcHJyui5kEofDgdlsvs4j6U6weOTx+XzExMTQ4ZEkEgn8/PxuqtAsmM1mFBcXo7y83CGdwFCBx+MhLS0NoaGhdJirt956C1wuF1qtFiaTCUKhENOnT0dwcDCeffZZVFZW2qVT4nA4GDlyJL1ubGlnSqXSJttRfgk+n49Vq1Zh2LBh4HA4aG9vR25uLt58801cvHgRzs7OeOKJJ5CamoqUlBTs37/fquVbnMOSkpJos73BYEBHRwc2btzoMEWh1Wpx6dIl7Nixg1ZgFq/L4OBgBAUFYfr06di5cyc+//zzQS7z9oSiKLi4uCAyMhIzZsyAn58fNBoNjh07ho0bNzrcPPpAKbSfGxFfbUf/4IMPsHfvXpusB5lMJqhUKly4cAEAMGzYMHoDosWVOicn56Ymj7i4OAiFQnz55Zd3FVqGzWbD09MTL730EsaPH4+goCBIJJJbnjVYTLKTJk3CggULsHPnTrpODxIsFgspKSn4/e9/T+/xMplMaGpqwqefforDhw+jtbUVUqkUv/rVr/Dhhx9i0aJF2Lx5s13uV2BgICZMmIDExET6M71ej+7ubocs3LNYLLi5uYGiKPT09GDHjh145513oFAoAFwxvanVanh6emLFihVWV2gikQgpKSlITk6GQCAAIQTV1dXYsGGDXb0ab4TRaMQbb7wBLpcLPp9Px+OcOHEiAgICsHTpUsybNw9sNhsvv/yyQ2QUi8XIzMzEm2++iYiICOj1enz66afYsWMHGhsbHSLT1TwQCq2qqgrHjh0Dm81GQEAAOBwOlEolSkpK4OzsDG9vb/j5+YEQgjNnzuD48eM2WxTW6/W4ePEipk2bBgB0tHjgfwF/f26j8B/+8AcsW7YMkZGRdyyDv78/MjIysGbNGkRGRsJsNkOr1aKiogKnT59GcXExlEolli5diqlTpw6SJTs7GxcuXEBzczMoikJcXBzWrFmDCRMm4Pvvv8d///vfIbMnzNZY9g7985//hEwmQ0tLC4qKiujZ/cDAAB1dobOzE1999RUmTpxIb3ewByEhIfD29h4Uxuizzz7Djh077Ob40NHRgYGBges8Knt6etDa2jrI9Onm5oaIiAhERkbaJMuFXC7Hs88+S8/OjEYjurq6UFZW5pCNwDfCYDDAYDDQSn/Tpk0YOXIkZsyYAZlMdtO1bXuQmZmJBQsW0Eskr7/+Or777ju7ByS/GQ+EQjMYDPSsy9fXFxKJBHl5eXB2dsaKFSsQGBgIs9kMtVqNv/71rzZPD28JHQNcMf1cvWB+9T6dm31XpVLdVTLL6OhovPzyy/D19QWfz6fdbKVSKZycnLBkyRIIBAL4+fnBaDTS9v2CggIcO3YMDQ0N9EhWLBajuLgYY8eOxdy5cwFcieR+v0dw9/LyQlJSEpYuXYqIiAh0dHTgiy++wKFDh1BbWwulUjlotksIgV6vh1qtRnx8PE6ePGlzGQUCAebOnYuAgADarG0wGFBaWgqVSmW36CoFBQVISkpCSEgI/Pz8UF1dDQD0vrSr71NGRgaGDx9uE4XP5/Ph7u6OoKAgeiuBRqNBc3Mzzp07Z/Xy7hbLfWGxWJg5cybkcrld8w1ey/z587FkyRKkpaVBr9fjp59+wg8//ACFQjFkEow+EAoNuLLrXaFQwMXFBUKhELW1tVi7di2d+8xkMqG5uRn5+fl28SSyNIA7aQharfauRtcCgQAeHh50NG1vb2/o9Xq4urrC398fwcHB0Ol06Onpwfnz51FcXIwzZ86gpqbmhnEJKYqCVCrFpEmTMG/ePPz444+or6+3W6R5eyOXyzFmzBjMmDEDY8eOhV6vx9atW3Hw4EGUlJT8bNRzs9kMNptt8/BlLBYLoaGhSElJoZ1BTCYTFAoFCgsL7Tob6e3thUajoXPr+fr6gs1mQyaT0RuaLaSnpyMyMpIOr2RNPDw8aEcwC5ZcegEBAUNyHdiy9jp16lTIZDJUVVXZPeAvALi7u2P+/PkYOXIk+Hw+KioqsGXLFjQ1NQ2pwesDo9CAwfH3nJycsGjRIsTGxoLH46G7uxsnT55ET0/PkO+ILREW7pTOzk6cO3cO6enp4PP5SE5Ohl6vh0ajgUajQV1dHerq6lBbW4vi4mIcO3YM9fX1N/29S5cu4fTp0wgMDMSkSZOQlpaGlpYWu9xHewe89fT0RHp6OubMmYOJEydCJBLh5MmT+Pzzz1FXV3dLazCtra02VygcDgdjxoxBSEgInJycYDab0d/fj9OnT6OsrMyua0VqtRpqtRp6vR58Ph8BAQEArpgXMzIyMGXKFPpas9mM7u5ulJeXo7S01Kpy+Pv7IyUlZdB+PD6fj5CQEMybNw9qtRq1tbVDYrZhcQoLCQnBihUrkJCQAIPBQL+T9oLNZkMikWD8+PGYOHEiZDIZLl++jOPHj+PAgQNDSpkBD5hCs8DhcJCUlAR/f38IhUL09PQgLy8PL7744pBf/6EoCh4eHpg1axZ27dp1R79RWFiIV155BV999RVCQkLAYrHQ3NyMsrIylJWVYefOnaivr0dfX98t34+jR49Cp9MhLCwMK1euxMGDB4dsQNo7hc1mY9myZXjmmWfg5+eHgYEBXLx4EatWrUJ7e/stKXCKolBRUWHzUF08Hg8LFy6kZ+FarRY1NTX4/e9/b/c2XllZiZKSEgwfPhxhYWGDtshYDpPJBLPZjLa2Nnz//ffYunWr1dfQ/Pz8kJiYCLPZTJfL4XAQERGB3/72t4iNjcWTTz5p171eFjmA/5kYLbPGhIQELF26FJmZmSCEoLi4GIcPH8bRo0ftJp+rqysmTZqEL7/8Enw+H93d3cjLy8PGjRuHZJaQB06hWTJTb9u2jY66oVQq6TQbQx1CCAYGBu4qBp9Go0FJSQmdtPPq377639tBrVbT60bp6el2c3qw114usViMWbNmYd26dXB2doZer0dlZSX+9Kc/obW19ZZ/hxACX19fiMVim8kqEonoTfhXZzbu7e392Zm2rejq6sK//vUvnDhxAkuXLqXXgywbrpVKJbZv346DBw/i4sWLaGtrs8kM9tChQ+js7MT777+PuLg4+vP29nacPHkSBw4csLuyj4+PR2BgIAQCAf1spkyZgilTpiAuLo52pMnJycHrr7+O3Nxcu80g5XI5Jk6ciPfeew8CgQAqlQp//vOfsX379ttq8/bkgVNozs7OSExMpJVZf38/iouLsWPHDkeLdst4e3tjxYoV2LBhw3XOB7eDLV4MeymYjo4OnDlzBg8//DB4PB6dYNBWuLi4YOXKlRCJRDAajTh06BA2bdqEY8eO3fJvmEwmbN68GVwu16YuznK5HPPnz4eHhwd9X1pbW62+p/J26O/vR2FhIaqrq/HXv/510DqiZSuLWq2GTqezmam6v78fFy5cwHvvvYcvvviCnim6ubkhNTUVX3/9td3NjaGhoViwYAHS09Nphw+RSASRSEQHTjh58iReeeUV1NTU2M3qERAQgMceewyPPfYYPDw8MDAwgMcffxznzp2zawCF2+WBUmgsFgteXl6YPn06PTqsqKhAXl6eXaKOWwudTofm5maHejzdDEII2trabN4x9PT0ID8/H4WFhfD19bV5MkFLHqjKykocO3YMR48eRV5e3m3N6i0b0dlsts3S0zs7OyMsLAzjx48fpDR6enocthkXuHL/tFqtQ83QlnXES5cuoaOjA+7u7uBwOGCz2RAIBHaN3mKhra0NWq0WMpmM3kpACEF9fT3KyspQUFCA06dP0xvx7SGfu7s75s2bh4yMDAQGBmJgYACffvop8vPz0dnZOSTWGG/GA6fQ3NzckJaWBuCKC3xRURHy8/OHTPqRX8JiHj116pRdkg7eDlqtFg0NDWhsbLS56UatVqOyshJbt26FVCq1ublYo9Hg8OHD4PP5+PHHH1FVVXVHXnG2Ttjo4uKCgICA6wI363Q6h0dxGAoYjUa0tLRgx44dkMvldOSdvr4+KBQKu79PdXV1OHnyJDgcDvh8Pr29orq6GufPn0deXh4uX75sNyXCYrGQkZGBWbNmITo6GhqNBtnZ2di8eTO6u7uHtDIDAJB7EKVSSQDc9sHlcsnUqVOJUqkkRqORtLa2kiVLlhCJRHJHv+eIY/bs2eSNN94gycnJDpfl2sPX15c88cQTJCMjg/B4PIfL8yAeYWFh5MUXXyR6vZ7o9Xqi0+mIXq8nP/30E5k6darD5WOOoXuwWCzi5uZGLl26RNRqNdFoNOTMmTMkJSXFpuUqlUqr6YbbUmiffPIJiYuLI87OzsTZ2ZmkpqaSAwcO0Oc1Gg1Zs2YNkclkxMnJiTz88MNEoVAM+o36+noyffp0IhQKiYeHB3nppZeIwWC4LaHvVKFRFEVCQkLI+vXridFoJC+++CIJDg52eENiDuaw1iGTycj8+fPJ5cuXSW1tLamoqCD19fXkiy++IKGhoQ6XjzmG7uHu7k4+/vhjotPpiNFoJAqFgnzzzTc2L9dhCm3Pnj1k//79pLKyklRUVJD/+7//I1wul5SWlhJCCHn66aeJv78/ycrKIvn5+SQ1NZWMHj2a/r7RaCSxsbFkypQppKioiBw4cIC4u7uTdevW3ZbQd6rQgCujEKFQSKRSKeHz+YTFYjm8ITEHc1jroCiKcLlcIpFIiEQiIS4uLkQikRCRSMS0deb42cPNzY188MEHRKvVkj179pDly5cTPz8/m5frMIV2I6RSKfnvf/9Lent7CZfLJd999x197tKlSwQAycnJIYQQcuDAAcJisQbN2v79738TFxcXotPpbrnMu1FozMEczMEczHH9weVySWRkJJkyZQqJj48nnp6ehMvl2rxcayq0O/Z1NplM2Lp1KwYGBpCWloaCggIYDIZBu/6joqIQEBCAnJwcAFf2UsTFxcHT05O+JjMzE319fbh48eJNy9LpdOjr6xt0MDAwMDBYD4PBgIqKChw5cgTnz59HW1vbkIsE8kvctkK7cOECxGIx+Hw+nn76aezcuRPR0dFQKBTg8XhwdXUddL2npyedGkKhUAxSZpbzlnM345133oFEIqGPoZSpmIGBgYFhaHDbCi0yMhLFxcXIzc3F6tWrsWzZMpSVldlCNpp169ZBqVTSR0NDg03LY2BgYGCwD8SKWyVuex8aj8ejc+GMHDkS586dwwcffICFCxdCr9ejt7d30Cytra2NTnzo5eWFvLy8Qb9nyYVkueZG8Pl8etMhAMbkyMDAwHCfoFKprsuVd6fc9cZqs9kMnU6HkSNHgsvlIisrC/PnzwcAVFRUoKGhgd7InJaWhvXr16O9vR1yuRwAcPjwYbi4uCA6OvqWy/Tx8UFZWRmio6PR2NgIFxeXu63GPUFfXx/8/f2ZOt/nMHV+MOoMPJj1ttS5oaEBFEUNSudzt9yWQlu3bh2mTZuGgIAAqFQqbN68GcePH8ehQ4cgkUiwYsUKvPDCC5DJZHBxccGzzz6LtLQ0pKamAriSvC86OhpLlizBu+++C4VCgddeew1r164dNAP7JVgsFnx9fQFciYzwoDQEC0ydHwyYOj84PIj1lkgkVq/zbSm09vZ2LF26FK2trZBIJBg+fDgOHTqEqVOnAgD+8Y9/gMViYf78+dDpdMjMzMQnn3xCf5/NZmPfvn1YvXo10tLS4OTkhGXLluHtt9+2aqUYGBgYGB48KGLNFTk70tfXB4lEAqVS+cCMbJg6M3W+X3kQ6ww8mPW2ZZ1tm3PDhvD5fLz55pu3Zaq812Hq/GDA1PnB4UGsty3rfM/O0BgYGBgYGK7mnp2hMTAwMDAwXA2j0BgYGBgY7gsYhcbAwMDAcF/AKDQGBgYGhvuCe1KhffzxxwgKCoJAIMCoUaOuC6d1L/OHP/wBFEUNOqKioujzWq0Wa9euhZubG8RiMebPn0+HD7tXOHnyJGbNmgUfHx9QFIVdu3YNOk8IwRtvvAFvb28IhUJMmTIFVVVVg67p7u7GY489BhcXF7i6umLFihXo7++3Yy1un1+q9/Lly6979g899NCga+6ler/zzjtITk6Gs7Mz5HI55s6di4qKikHX3Ep7bmhowIwZMyASiSCXy/Hyyy/DaDTasyq3xa3Ue8KECdc966effnrQNfdSvf/9739j+PDh9AbxtLQ0HDx4kD5vr+d8zym0bdu24YUXXsCbb76JwsJCxMfHIzMzE+3t7Y4WzWrExMSgtbWVPrKzs+lzv/3tb7F371589913OHHiBFpaWvDwww87UNrbZ2BgAPHx8fj4449veP7dd9/Fhx9+iE8//RS5ublwcnJCZmYmtFotfc1jjz2Gixcv4vDhw9i3bx9OnjyJVatW2asKd8Qv1RsAHnrooUHPfsuWLYPO30v1PnHiBNauXYuzZ8/i8OHDMBgMyMjIwMDAAH3NL7Vnk8mEGTNmQK/X48yZM/jqq6+wceNGvPHGG46o0i1xK/UGgJUrVw561u+++y597l6rt5+fH/7yl7+goKAA+fn5mDRpEubMmUOnBbPbc7ZaZjU7kZKSQtauXUv/bTKZiI+PD3nnnXccKJX1ePPNN0l8fPwNz91KEtV7DQBk586d9N9ms5l4eXmRv/3tb/Rnvb29hM/nky1bthBCCCkrKyMAyLlz5+hrDh48SCiKIs3NzXaT/W64tt6EELJs2TIyZ86cm37nXq93e3s7AUBOnDhBCLm19mytpMCO5Np6E0LI+PHjyXPPPXfT79wP9XZE8ud7aoam1+tRUFAwKIkoi8XClClT6CSi9wNVVVXw8fFBSEgIHnvsMTpdzq0kUb3XuXz5MhQKxaA6SiQSjBo1alCiWFdXVyQlJdHXTJkyBSwWC7m5uXaX2ZocP34ccrkckZGRWL16Nbq6uuhz93q9lUolAEAmkwG4tfZ8p0mBhxLX1tvCpk2b4O7ujtjYWKxbtw5qtZo+dy/X257Jn6/lrqPt25POzk6YTKYbJgktLy93kFTWZdSoUdi4cSMiIyPR2tqKt956C2PHjkVpaektJVG917HU40bP+OpEsZZsDRY4HA5kMtk9fR8eeughPPzwwwgODkZNTQ3+7//+D9OmTUNOTg7YbPY9XW+z2Yznn38eY8aMQWxsLADYNCnwUOFG9QaAxYsXIzAwED4+PigpKcGrr76KiooK/PDDDwDuzXpfuHABaWlp0Gq1EIvFdPLn4uJiuz3ne0qhPQhMmzaN/v/w4cMxatQoBAYGYvv27RAKhQ6UjMHWPProo/T/4+LiMHz4cISGhuL48eOYPHmyAyW7e9auXYvS0tJB68EPAjer99XrnnFxcfD29sbkyZNRU1OD0NBQe4tpFSzJn5VKJb7//nssW7YMJ06csKsM95TJ0d3dHWw2+zrvmKuTiN5vuLq6IiIiAtXV1fDy8qKTqF7N/VR/Sz1+7hl7eXld5wRkNBrR3d1939wHAAgJCYG7uzuqq6sB3Lv1fuaZZ7Bv3z4cO3YMfn5+9Oe30p69vLxu2BYs54YyN6v3jRg1ahQADHrW91q9LcmfR44ciXfeeQfx8fH44IMP7Pqc7ymFxuPxMHLkSGRlZdGfmc1mZGVl0UlE7zf6+/tRU1MDb2/vQUlULVybRPVeJzg4GF5eXoPq2NfXh9zc3EGJYnt7e1FQUEBfc/ToUZjNZrpjuB9oampCV1cXvL29Adx79SaE4JlnnsHOnTtx9OhRBAcHDzp/K+05LS0NFy5cGKTI7yQpsD35pXrfiOLiYgAY9KzvtXpfy42SP1uw2XO2lkeLvdi6dSvh8/lk48aNpKysjKxatYq4uroO8o65l3nxxRfJ8ePHyeXLl8np06fJlClTiLu7O2lvbyeEEPL000+TgIAAcvToUZKfn0/S0tJIWlqag6W+PVQqFSkqKiJFRUUEAHn//fdJUVERqa+vJ4QQ8pe//IW4urqS3bt3k5KSEjJnzhwSHBxMNBoN/RsPPfQQSUxMJLm5uSQ7O5uEh4eTRYsWOapKt8TP1VulUpGXXnqJ5OTkkMuXL5MjR46QESNGkPDwcKLVaunfuJfqvXr1aiKRSMjx48dJa2srfajVavqaX2rPRqORxMbGkoyMDFJcXEx+/PFH4uHhQdatW+eIKt0Sv1Tv6upq8vbbb5P8/Hxy+fJlsnv3bhISEkLGjRtH/8a9Vu/f/e535MSJE+Ty5cukpKSE/O53vyMURZGffvqJEGK/53zPKTRCCPnoo49IQEAA4fF4JCUlhZw9e9bRIlmNhQsXEm9vb8Lj8Yivry9ZuHAhqa6ups9rNBqyZs0aIpVKiUgkIvPmzSOtra0OlPj2OXbsGAFw3bFs2TJCyBXX/ddff514enoSPp9PJk+eTCoqKgb9RldXF1m0aBERi8XExcWFPPHEE0SlUjmgNrfOz9VbrVaTjIwM4uHhQbhcLgkMDCQrV668bqB2L9X7RnUFQL788kv6mltpz3V1dWTatGlEKBQSd3d38uKLLxKDwWDn2tw6v1TvhoYGMm7cOCKTyQifzydhYWHk5ZdfJkqlctDv3Ev1fvLJJ0lgYCDh8XjEw8ODTJ48mVZmhNjvOTPpYxgYGBgY7gvuqTU0BgYGBgaGm8EoNAYGBgaG+wJGoTEwMDAw3BcwCo2BgYGB4b6AUWgMDAwMDPcFjEJjYGBgYLgvYBQaAwMDA8N9AaPQGBgYGBjuCxiFxsDAwMBwX8AoNAYGBgaG+wJGoTEwMDAw3BcwCo2BgYGB4b7g/wFbLDhGVBbzjgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_dataset = datasets.MNIST(root = p_parent_path+'/datasets/', train = True,transform = transforms.ToTensor(), download = False)\n",
    "test_dataset = datasets.MNIST(root = p_parent_path+'/datasets/', train = False, \n",
    "                               transform = transforms.ToTensor(), download = False)\n",
    "\n",
    "batch_size = len(train_dataset) # batch_size等于len(train_dataset)，即一次性读取整个数据集\n",
    "train_loader = DataLoader(dataset=train_dataset, batch_size=batch_size, shuffle=True)\n",
    "test_loader = DataLoader(dataset=test_dataset, batch_size=batch_size, shuffle=True)\n",
    "X_train,y_train = next(iter(train_loader))\n",
    "X_test,y_test = next(iter(test_loader))\n",
    "# 打印前100张图片\n",
    "images, labels= X_train[:100], y_train[:100] \n",
    "# 使用images生成宽度为10张图的网格大小\n",
    "img = torchvision.utils.make_grid(images, nrow=10)\n",
    "# cv2.imshow()的格式是(size1,size1,channels),而img的格式是(channels,size1,size1),\n",
    "# 所以需要使用.transpose()转换，将颜色通道数放至第三维\n",
    "img = img.numpy().transpose(1,2,0)\n",
    "print(images.shape)\n",
    "print(labels.reshape(10,10))\n",
    "print(img.shape)\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,y_train = X_train.cpu().numpy(),y_train.cpu().numpy() # tensor转为array形式)\n",
    "X_test,y_test = X_test.cpu().numpy(),y_test.cpu().numpy() # tensor转为array形式)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据格式：<class 'numpy.ndarray'>，数据维度：(60000, 1, 28, 28)\n",
      "数据格式：<class 'numpy.ndarray'>，数据维度：(60000,)\n"
     ]
    }
   ],
   "source": [
    "print(f\"数据格式：{type(X_train)}，数据维度：{X_train.shape}\")\n",
    "print(f\"数据格式：{type(y_train)}，数据维度：{y_train.shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = X_train.reshape(X_train.shape[0],784)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据格式：<class 'numpy.ndarray'>，数据维度：(60000, 784)\n"
     ]
    }
   ],
   "source": [
    "print(f\"数据格式：{type(X_train)}，数据维度：{X_train.shape}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ones_col=[[1] for i in range(len(X_train))] # 生成全为1的二维嵌套列表，即[[1],[1],...,[1]]\n",
    "X_train_modified=np.append(X_train,ones_col,axis=1)\n",
    "x_train_modified_mat = np.mat(X_train_modified)\n",
    "# Mnsit有0-9十个标记，由于是二分类任务，所以可以将标记0的作为1，其余为0用于识别是否为0的任务\n",
    "y_train_modified=np.array([1 if y_train[i]==1 else 0 for i in range(len(y_train))])\n",
    "\n",
    "theta = np.mat(np.zeros(len(X_train_modified[0])))\n",
    "n_epochs=10 \n",
    "lr = 0.01 # 学习率\n",
    "\n",
    "def sigmoid(x):\n",
    "    '''sigmoid函数\n",
    "    '''\n",
    "    return 1.0/(1+np.exp(-x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]],\n",
      "\n",
      "\n",
      "        [[[0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          ...,\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.],\n",
      "          [0., 0., 0.,  ..., 0., 0., 0.]]]])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_dataset = datasets.MNIST(p_parent_path+'/datasets/', train=True, download=False, transform=transforms.ToTensor())\n",
    "train_loader = DataLoader(dataset=train_dataset, batch_size=100, shuffle=True)\n",
    "images, labels = next(iter(train_loader))\n",
    "print(images)\n",
    "# 使用images生成宽度为10张图的网格大小\n",
    "img = torchvision.utils.make_grid(images, nrow=10)\n",
    "# cv2.imshow()的格式是(size1,size1,channels),而img的格式是(channels,size1,size1),\n",
    "# 所以需要使用.transpose()转换，将颜色通道数放至第三维\n",
    "img = img.numpy().transpose(1,2,0)\n",
    "# print(images.shape)\n",
    "# print(labels.reshape(10,10))\n",
    "plt.imshow(img)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "回合数：1/10，损失：0.9432\n",
      "回合数：2/10，损失：0.8983\n",
      "回合数：3/10，损失：0.8560\n",
      "回合数：4/10，损失：0.8162\n",
      "回合数：5/10，损失：0.7787\n",
      "回合数：6/10，损失：0.7434\n",
      "回合数：7/10，损失：0.7101\n",
      "回合数：8/10，损失：0.6788\n",
      "回合数：9/10，损失：0.6493\n",
      "回合数：10/10，损失：0.6214\n"
     ]
    }
   ],
   "source": [
    "\n",
    "for i_epoch in range(n_epochs):\n",
    "    loss_epoch = 0\n",
    "    for i in range(len(X_train_modified)):\n",
    "        hypothesis = sigmoid(np.dot(X_train_modified[i], theta.T))\n",
    "        error = y_train_modified[i]- hypothesis\n",
    "        grad = error*x_train_modified_mat[i]\n",
    "        theta += lr*grad\n",
    "        loss_epoch+=error.item()\n",
    "    # loss_epoch /= len(X_train_modified)\n",
    "    print(f\"回合数：{i_epoch+1}/{n_epochs}，损失：{loss_epoch:.4f}\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "fbea1422c2cf61ed9c0cfc03f38f71cc9083cc288606edc4170b5309b352ce27"
  },
  "kernelspec": {
   "display_name": "Python 3.7.10 64-bit ('py37': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
